task counts visualization

app.py

@@ -4,6 +4,7 @@ import logging
 import re
 from task_visualizations import TaskVisualizations
 import plotly.graph_objects as go
+from functools import partial
 
 logging.basicConfig(level=logging.INFO)
 
@@ -114,35 +115,44 @@ with gr.Blocks() as demo:
         ## PapersWithCode Tasks Visualization
 
         PapersWithCode tasks are grouped by area.
+
+        In addition to showing task distribution across the original dataset we display task counts in the repositories we selected.
         """.strip()
 
         gr.Markdown(task_counts_description)
 
         with gr.Row():
             min_task_counts_slider_all = gr.Slider(
-                minimum=10,
+                minimum=50,
                 maximum=1000,
-                value=100,
-                step=10,
+                value=150,
+                step=50,
                 label="Minimum Task Count (All Repositories)",
             )
+            update_button = gr.Button("Update Plots")
             min_task_counts_slider_selected = gr.Slider(
                 minimum=10,
-                maximum=1000,
-                value=100,
+                maximum=100,
+                value=50,
                 step=10,
                 label="Minimum Task Count (Selected Repositories)",
             )
-            update_button = gr.Button("Update Plots")
+            update_selected_button = gr.Button("Update Plots")
 
         with gr.Row("Task Counts"):
             all_repos_tasks_plot = gr.Plot(label="All Repositories")
             selected_repos_tasks_plot = gr.Plot(label="Selected Repositories")
 
         update_button.click(
-            fn=task_visualizations.get_tasks_sunbursts,
-            inputs=[min_task_counts_slider_all, min_task_counts_slider_selected],
-            outputs=[all_repos_tasks_plot, selected_repos_tasks_plot],
+            fn=partial(task_visualizations.get_tasks_sunburst, which_df="all"),
+            inputs=[min_task_counts_slider_all],
+            outputs=[all_repos_tasks_plot],
+        )
+
+        update_selected_button.click(
+            fn=partial(task_visualizations.get_tasks_sunburst, which_df="selected"),
+            inputs=[min_task_counts_slider_selected],
+            outputs=[selected_repos_tasks_plot],
         )
 
 demo.launch()

data/repos_task_counts.csv

@@ -0,0 +1,1244 @@
+,task,count
+0,general classification,7530
+1,image classification,6215
+2,semantic segmentation,5691
+3,object detection,5645
+4,translation,4428
+5,reinforcement learning,4265
+6,classification,3350
+7,language modelling,3299
+8,representation learning,3089
+9,question answering,2831
+10,machine translation,2684
+11,transfer learning,2583
+12,image generation,2258
+13,sentiment analysis,2172
+14,frame,2157
+15,data augmentation,2106
+16,time series,1782
+17,text classification,1675
+18,domain adaptation,1525
+19,super resolution,1517
+20,pose estimation,1450
+21,natural language inference,1449
+22,real time object detection,1446
+23,instance segmentation,1425
+24,decision making,1310
+25,person re identification,1307
+26,named entity recognition,1284
+27,image to image translation,1276
+28,word embeddings,1247
+29,denoising,1179
+30,text generation,1161
+31,style transfer,1152
+32,recommendation systems,1119
+33,natural language understanding,1091
+34,self supervised learning,1044
+35,speech recognition,1005
+36,meta learning,999
+37,multi task learning,945
+38,text summarization,939
+39,medical image segmentation,918
+40,contrastive learning,918
+41,neural architecture search,909
+42,action recognition,895
+43,autonomous driving,887
+44,image super resolution,882
+45,abstractive text summarization,877
+46,variational inference,874
+47,anomaly detection,872
+48,q learning,838
+49,link prediction,823
+50,few shot learning,812
+51,object recognition,811
+52,knowledge distillation,779
+53,node classification,778
+54,atari games,773
+55,common sense reasoning,769
+56,quantization,740
+57,thermal image segmentation,731
+58,image captioning,730
+59,visual question answering,720
+60,face recognition,714
+61,sentence classification,711
+62,dimensionality reduction,684
+63,information retrieval,656
+64,knowledge graphs,648
+65,conditional image generation,646
+66,reading comprehension,645
+67,continuous control,638
+68,semantic textual similarity,634
+69,fairness,633
+70,multi tissue nucleus segmentation,626
+71,depth estimation,620
+72,bayesian inference,612
+73,conversational response selection,601
+74,region proposal,600
+75,constituency parsing,593
+76,retinal oct disease classification,575
+77,image retrieval,555
+78,optical flow estimation,550
+79,unsupervised domain adaptation,546
+80,cross lingual natural language inference,541
+81,type prediction,538
+82,adversarial attack,537
+83,relation extraction,536
+84,metric learning,534
+85,linear probe classification,533
+86,keypoint detection,532
+87,multimodal machine translation,530
+88,federated learning,522
+89,ner,522
+90,scene understanding,516
+91,feature engineering,513
+92,object tracking,512
+93,active learning,497
+94,graph classification,494
+95,pedestrian attribute recognition,493
+96,image clustering,487
+97,stochastic optimization,486
+98,vqa,483
+99,semi supervised image classification,480
+100,domain generalization,476
+101,retinal vessel segmentation,472
+102,gaussian processes,471
+103,temporal action localization,470
+104,cell segmentation,469
+105,graph embedding,466
+106,disentanglement,465
+107,video polyp segmentation,454
+108,pancreas segmentation,449
+109,face verification,447
+110,feature selection,444
+111,semantic parsing,442
+112,skin cancer segmentation,441
+113,pedestrian detection,438
+114,continual learning,436
+115,3d object detection,428
+116,collaborative filtering,426
+117,adversarial robustness,419
+118,autonomous vehicles,416
+119,pedestrian trajectory prediction,409
+120,fine grained image classification,407
+121,image reconstruction,405
+122,density estimation,402
+123,speech enhancement,395
+124,image denoising,394
+125,imitation learning,393
+126,one stage anchor free oriented object detection,393
+127,nuclear segmentation,390
+128,zero shot learning,387
+129,skeleton based action recognition,380
+130,model selection,380
+131,automatic speech recognition,378
+132,3d reconstruction,376
+133,action classification,370
+134,interpretable machine learning,359
+135,multi person pose estimation,357
+136,object localization,356
+137,document classification,352
+138,speech synthesis,352
+139,time series forecasting,351
+140,lesion segmentation,351
+141,real time semantic segmentation,349
+142,panoptic segmentation,349
+143,semantic similarity,346
+144,image restoration,343
+145,image inpainting,343
+146,self supervised image classification,334
+147,optical character recognition,334
+148,colorization,333
+149,model compression,330
+150,unsupervised image to image translation,329
+151,multi agent reinforcement learning,327
+152,dialogue generation,317
+153,crowd counting,316
+154,few shot image classification,313
+155,online learning,312
+156,dependency parsing,309
+157,face detection,308
+158,emotion recognition,305
+159,scene segmentation,303
+160,face identification,300
+161,pretrained language models,295
+162,automl,292
+163,monocular depth estimation,288
+164,multi label classification,284
+165,3d human pose estimation,283
+166,eeg,278
+167,video semantic segmentation,278
+168,self driving cars,277
+169,graph attention,276
+170,3d point cloud classification,275
+171,hyperparameter optimization,273
+172,causal inference,272
+173,drug discovery,272
+174,3d semantic segmentation,270
+175,network pruning,268
+176,pos,267
+177,policy gradient methods,263
+178,long tail learning,261
+179,tag,261
+180,sentence embeddings,259
+181,graph representation learning,255
+182,video super resolution,254
+183,video classification,253
+184,ssim,249
+185,coreference resolution,249
+186,structured prediction,247
+187,part of speech tagging,244
+188,dense object detection,239
+189,graph learning,235
+190,document summarization,233
+191,deblurring,231
+192,synthetic data generation,230
+193,computed tomography (ct),229
+194,openai gym,229
+195,3d part segmentation,229
+196,word similarity,229
+197,one shot learning,226
+198,salient object detection,225
+199,imputation,224
+200,multimodal unsupervised image to image translation,220
+201,face generation,220
+202,multiple object tracking,218
+203,video understanding,218
+204,adversarial defense,217
+205,face alignment,216
+206,combinatorial optimization,216
+207,lane detection,216
+208,out of distribution detection,215
+209,3d instance segmentation,212
+210,fundus to angiography generation,212
+211,graph regression,208
+212,activity recognition,206
+213,time series classification,205
+214,response generation,203
+215,cross lingual transfer,200
+216,time series few shot learning with heterogeneous channels,200
+217,text to image generation,200
+218,speech emotion recognition,200
+219,community detection,199
+220,relational reasoning,199
+221,open domain question answering,196
+222,image enhancement,196
+223,feature importance,194
+224,click through rate prediction,194
+225,action detection,193
+226,topic models,191
+227,video prediction,190
+228,video object segmentation,189
+229,speaker verification,189
+230,incremental learning,188
+231,document image classification,186
+232,scene text recognition,186
+233,question generation,185
+234,motion estimation,183
+235,scene text detection,182
+236,image manipulation,182
+237,tumor segmentation,179
+238,linguistic acceptability,178
+239,outlier detection,175
+240,machine reading comprehension,175
+241,video generation,173
+242,multi human parsing,172
+243,multivariate time series forecasting,172
+244,object counting,170
+245,entity linking,170
+246,human part segmentation,169
+247,disguised face verification,168
+248,2d human pose estimation,168
+249,multi object tracking,167
+250,multi class classification,167
+251,semantic role labeling,167
+252,video recognition,166
+253,sentence embedding,165
+254,cross view image to image translation,164
+255,image augmentation,163
+256,re ranking,163
+257,image quality assessment,161
+258,dota 2,161
+259,image compression,160
+260,visual tracking,159
+261,knowledge graph embedding,157
+262,ensemble learning,155
+263,multiple instance learning,155
+264,masked language modeling,155
+265,scene parsing,154
+266,model based reinforcement learning,154
+267,autonomous navigation,154
+268,event detection,153
+269,misinformation,153
+270,graph generation,153
+271,unsupervised anomaly detection,153
+272,text to speech synthesis,152
+273,traffic prediction,150
+274,rgb salient object detection,150
+275,trajectory prediction,149
+276,network embedding,149
+277,breast tumour classification,148
+278,motion planning,147
+279,efficient exploration,147
+280,brain tumor segmentation,147
+281,fact checking,146
+282,saliency detection,146
+283,point cloud registration,146
+284,image registration,145
+285,node property prediction,144
+286,knowledge graph completion,144
+287,aspect based sentiment analysis,143
+288,starcraft,140
+289,voice conversion,139
+290,word sense disambiguation,138
+291,dictionary learning,137
+292,paraphrase identification,136
+293,novel view synthesis,136
+294,hate speech detection,135
+295,explainable artificial intelligence,135
+296,multi armed bandits,135
+297,cross modal retrieval,134
+298,learning to rank,133
+299,relation classification,133
+300,matrix completion,133
+301,change detection,133
+302,simultaneous localization and mapping,133
+303,video retrieval,133
+304,3d pose estimation,132
+305,face swapping,132
+306,robust classification,131
+307,ood detection,131
+308,speaker specific lip to speech synthesis,130
+309,fake news detection,128
+310,visual reasoning,126
+311,visual object tracking,125
+312,audio generation,124
+313,time series prediction,123
+314,speaker recognition,123
+315,robot navigation,122
+316,binarization,122
+317,stereo matching,120
+318,multiple choice,120
+319,unity,119
+320,multi task language understanding,119
+321,chatbot,118
+322,3d classification,118
+323,video captioning,116
+324,unsupervised pre training,114
+325,video instance segmentation,114
+326,point processes,114
+327,keyword spotting,113
+328,class incremental learning,112
+329,graph clustering,112
+330,slot filling,111
+331,covid 19 diagnosis,111
+332,action recognition in videos,111
+333,code generation,111
+334,facial expression recognition,110
+335,variable selection,109
+336,audio classification,108
+337,experimental design,107
+338,general reinforcement learning,107
+339,informativeness,107
+340,edge detection,107
+341,text matching,107
+342,whole slide images,106
+343,motion prediction,106
+344,visual localization,104
+345,unsupervised machine translation,104
+346,graph construction,103
+347,extractive summarization,103
+348,data to text generation,103
+349,self supervised person re identification,103
+350,action localization,103
+351,extractive text summarization,102
+352,unsupervised image classification,101
+353,offline rl,101
+354,dynamic time warping,100
+355,time series analysis,100
+356,knowledge graph embeddings,100
+357,facial landmark detection,100
+358,generalization bounds,100
+359,visual odometry,99
+360,intent detection,98
+361,saliency prediction,98
+362,image retrieval with multi modal query,98
+363,boundary detection,98
+364,out of distribution generalization,97
+365,graph matching,97
+366,weakly supervised object localization,97
+367,dialogue state tracking,96
+368,text to sql,96
+369,real time instance segmentation,95
+370,tensor decomposition,95
+371,emotion classification,95
+372,hierarchical reinforcement learning,95
+373,starcraft ii,95
+374,visual grounding,94
+375,news recommendation,94
+376,music generation,93
+377,speech separation,93
+378,neural rendering,93
+379,medical diagnosis,93
+380,texture synthesis,93
+381,sound event detection,92
+382,intent classification,92
+383,program synthesis,92
+384,visual place recognition,91
+385,weakly supervised semantic segmentation,90
+386,data visualization,90
+387,surface reconstruction,90
+388,6d pose estimation using rgb,89
+389,text style transfer,89
+390,compressive sensing,89
+391,semi supervised video object segmentation,89
+392,speaker identification,89
+393,task oriented dialogue systems,89
+394,deep clustering,88
+395,6d pose estimation,87
+396,meta reinforcement learning,87
+397,image deblurring,87
+398,two sample testing,86
+399,learning with noisy labels,86
+400,knowledge base completion,86
+401,music modeling,86
+402,multivariate time series imputation,85
+403,causal discovery,85
+404,gesture recognition,85
+405,sequential recommendation,85
+406,monocular 3d human pose estimation,84
+407,language identification,84
+408,pose tracking,83
+409,passage retrieval,83
+410,multi document summarization,82
+411,unsupervised mnist,82
+412,learning theory,82
+413,video quality assessment,82
+414,spoken language understanding,82
+415,mri reconstruction,82
+416,superpixels,81
+417,human object interaction detection,81
+418,visual navigation,81
+419,malware detection,81
+420,word alignment,81
+421,rain removal,81
+422,answer selection,81
+423,topological data analysis,80
+424,event extraction,80
+425,fraud detection,80
+426,probabilistic programming,80
+427,hand pose estimation,80
+428,edge computing,79
+429,chunking,79
+430,molecular property prediction,79
+431,game of go,79
+432,music information retrieval,79
+433,document ranking,79
+434,image dehazing,78
+435,grammatical error correction,78
+436,survival analysis,78
+437,scene classification,78
+438,human detection,77
+439,synthetic to real translation,76
+440,large scale person re identification,76
+441,session based recommendations,76
+442,neural network compression,76
+443,video object detection,75
+444,3d face reconstruction,75
+445,3d object reconstruction,75
+446,small data image classification,75
+447,sequential image classification,75
+448,data compression,74
+449,video frame interpolation,74
+450,stance detection,74
+451,scene recognition,74
+452,referring expression,74
+453,entity typing,73
+454,selection bias,73
+455,gaze estimation,72
+456,image matting,72
+457,point cloud classification,72
+458,brain segmentation,71
+459,game of chess,71
+460,montezuma's revenge,70
+461,camera calibration,70
+462,3d shape reconstruction,70
+463,deepfake detection,69
+464,weather forecasting,69
+465,2d object detection,69
+466,video question answering,69
+467,object reconstruction,68
+468,adversarial text,67
+469,pose prediction,67
+470,handwriting recognition,66
+471,sentence similarity,66
+472,homography estimation,66
+473,text simplification,66
+474,distributed computing,66
+475,subjectivity analysis,65
+476,video segmentation,65
+477,inference attack,65
+478,game of shogi,65
+479,visual dialog,65
+480,entity embeddings,65
+481,scene graph generation,65
+482,low light image enhancement,65
+483,human action generation,64
+484,distributed optimization,64
+485,face hallucination,64
+486,face reconstruction,63
+487,multi label text classification,63
+488,robotic grasping,62
+489,bayesian optimisation,62
+490,music source separation,62
+491,bilevel optimization,62
+492,intrusion detection,62
+493,lexical simplification,61
+494,video compression,61
+495,data poisoning,61
+496,motion compensation,61
+497,face model,61
+498,humor detection,60
+499,cloze test,60
+500,referring expression comprehension,60
+501,self learning,60
+502,hyperspectral image classification,59
+503,semi supervised semantic segmentation,59
+504,change point detection,58
+505,multi label learning,58
+506,birds eye view object detection,57
+507,pneumonia detection,57
+508,multimodal sentiment analysis,57
+509,document layout analysis,57
+510,code summarization,57
+511,stochastic block model,56
+512,entity alignment,56
+513,stereo depth estimation,56
+514,chinese named entity recognition,55
+515,trajectory forecasting,55
+516,argument mining,55
+517,morphological analysis,55
+518,malware classification,55
+519,ms ssim,55
+520,audio source separation,55
+521,demosaicking,55
+522,image stylization,55
+523,video summarization,54
+524,multimodal activity recognition,54
+525,point cloud completion,54
+526,depth completion,54
+527,template matching,54
+528,3d hand pose estimation,54
+529,sarcasm detection,54
+530,real time strategy games,53
+531,motion segmentation,53
+532,car pose estimation,53
+533,prediction intervals,53
+534,electrocardiography (ecg),53
+535,activity detection,52
+536,citation intent classification,52
+537,point cloud segmentation,52
+538,monocular 3d object detection,52
+539,weakly supervised segmentation,52
+540,rgb d salient object detection,52
+541,multi label image classification,52
+542,speaker diarization,52
+543,systematic generalization,52
+544,zero shot cross lingual transfer,52
+545,univariate time series forecasting,51
+546,entity extraction using gan,51
+547,lemmatization,51
+548,3d medical imaging segmentation,51
+549,object detection in aerial images,51
+550,backdoor attack,51
+551,opinion mining,51
+552,scene generation,51
+553,traveling salesman problem,50
+554,action segmentation,50
+555,unsupervised person re identification,50
+556,chinese word segmentation,50
+557,epidemiology,50
+558,portfolio optimization,50
+559,age estimation,50
+560,language acquisition,50
+561,semantic correspondence,50
+562,generalized zero shot learning,49
+563,fact verification,49
+564,multi goal reinforcement learning,49
+565,virtual try on,49
+566,mortality prediction,49
+567,tensor networks,48
+568,vision and language navigation,48
+569,temporal localization,48
+570,knowledge tracing,48
+571,source code summarization,47
+572,vehicle re identification,47
+573,open set learning,47
+574,accented speech recognition,47
+575,word translation,47
+576,thoracic disease classification,47
+577,head pose estimation,47
+578,sparse learning,47
+579,story generation,47
+580,dialogue evaluation,46
+581,object discovery,46
+582,few shot semantic segmentation,46
+583,point cloud generation,46
+584,hard attention,46
+585,curved text detection,46
+586,stereo matching hand,46
+587,few shot object detection,45
+588,distributional reinforcement learning,45
+589,keyphrase extraction,45
+590,3d shape representation,45
+591,jpeg artifact correction,45
+592,paraphrase generation,45
+593,car racing,45
+594,additive models,45
+595,medical image registration,44
+596,open information extraction,44
+597,human motion prediction,44
+598,ad hoc information retrieval,44
+599,joint entity and relation extraction,44
+600,defect detection,44
+601,amr parsing,44
+602,automated theorem proving,44
+603,stock market prediction,44
+604,disparity estimation,43
+605,lesion detection,43
+606,deep attention,43
+607,text spotting,43
+608,arrhythmia detection,43
+609,conversational question answering,43
+610,graph mining,43
+611,entity disambiguation,43
+612,membership inference attack,43
+613,community question answering,43
+614,interactive segmentation,43
+615,sign language recognition,43
+616,color image denoising,42
+617,cross lingual word embeddings,42
+618,single image dehazing,42
+619,multimodal deep learning,42
+620,image matching,42
+621,code search,42
+622,face anti spoofing,42
+623,motion forecasting,41
+624,small object detection,41
+625,human parsing,41
+626,molecular graph generation,41
+627,text categorization,41
+628,one shot visual object segmentation,41
+629,smac,41
+630,3d action recognition,40
+631,visual commonsense reasoning,40
+632,genre classification,40
+633,multi hop question answering,40
+634,skin lesion segmentation,40
+635,abusive language,40
+636,unsupervised reinforcement learning,40
+637,multi view learning,40
+638,nested named entity recognition,40
+639,imbalanced classification,40
+640,motion synthesis,39
+641,numerical integration,39
+642,fine grained visual categorization,39
+643,multimodal emotion recognition,39
+644,board games,39
+645,gender prediction,39
+646,survival prediction,39
+647,handwritten text recognition,38
+648,emotion recognition in conversation,38
+649,noisy speech recognition,38
+650,sentence completion,38
+651,network intrusion detection,38
+652,video enhancement,38
+653,text similarity,38
+654,unsupervised video object segmentation,38
+655,single image deraining,38
+656,cardiac segmentation,38
+657,medical object detection,37
+658,inductive logic programming,37
+659,topic classification,37
+660,hippocampus,37
+661,discourse parsing,37
+662,fault detection,37
+663,music transcription,36
+664,zero shot cross modal retrieval,36
+665,disease prediction,36
+666,term extraction,36
+667,audio tagging,36
+668,riemannian optimization,36
+669,image cropping,36
+670,probabilistic time series forecasting,36
+671,fine grained image recognition,36
+672,aspect extraction,36
+673,dense pixel correspondence estimation,35
+674,future prediction,35
+675,spatio temporal forecasting,35
+676,hand gesture recognition,35
+677,fine grained visual recognition,35
+678,object proposal generation,34
+679,video denoising,34
+680,formation energy,34
+681,conversational response generation,34
+682,line detection,34
+683,time series clustering,34
+684,node clustering,34
+685,semi supervised anomaly detection,34
+686,few shot text classification,34
+687,weakly supervised 3d human pose estimation,34
+688,gpr,34
+689,cross lingual document classification,34
+690,lip reading,33
+691,graph sampling,33
+692,table to text generation,33
+693,temporal action proposal generation,33
+694,mri segmentation,33
+695,medical named entity recognition,33
+696,shadow removal,33
+697,transliteration,33
+698,lung disease classification,33
+699,weakly supervised classification,33
+700,scene flow estimation,33
+701,unsupervised semantic segmentation,33
+702,knowledge base question answering,33
+703,interest point detection,33
+704,lipreading,33
+705,breast cancer detection,32
+706,goal oriented dialog,32
+707,self supervised action recognition,32
+708,visual relationship detection,32
+709,safe reinforcement learning,32
+710,weakly supervised action localization,32
+711,weakly supervised object detection,32
+712,protein folding,32
+713,liver segmentation,32
+714,3d object classification,32
+715,abuse detection,31
+716,6d pose estimation using rgbd,31
+717,lung nodule segmentation,31
+718,patch matching,31
+719,volumetric medical image segmentation,31
+720,answer generation,31
+721,probabilistic deep learning,31
+722,single view 3d reconstruction,31
+723,multi domain dialogue state tracking,31
+724,sentence summarization,31
+725,mutual information estimation,31
+726,speech to text translation,31
+727,camera localization,31
+728,traffic sign recognition,30
+729,video description,30
+730,knowledge base population,30
+731,image forensics,30
+732,spelling correction,30
+733,de identification,30
+734,video based person re identification,30
+735,entity resolution,30
+736,texture classification,30
+737,sleep staging,30
+738,person retrieval,29
+739,pose transfer,29
+740,no reference image quality assessment,29
+741,blind super resolution,29
+742,object categorization,29
+743,text independent speaker verification,29
+744,medical image generation,29
+745,referring expression segmentation,29
+746,music tagging,29
+747,product recommendation,29
+748,graph partitioning,29
+749,depth and camera motion,29
+750,color constancy,29
+751,meme classification,29
+752,chinese reading comprehension,28
+753,viewpoint estimation,28
+754,speaker separation,28
+755,cross domain few shot,28
+756,graph similarity,28
+757,permuted mnist,28
+758,counterfactual explanation,28
+759,graph to sequence,28
+760,bias detection,28
+761,document embedding,28
+762,anomaly detection in surveillance videos,28
+763,mixed reality,27
+764,noise estimation,27
+765,3d face modeling,27
+766,medical relation extraction,27
+767,3d object recognition,27
+768,counterfactual inference,27
+769,card games,27
+770,person search,27
+771,multiobjective optimization,27
+772,3d shape classification,27
+773,spam detection,27
+774,morphological inflection,27
+775,multi target domain adaptation,27
+776,dialogue understanding,27
+777,second order methods,27
+778,material recognition,27
+779,safe exploration,26
+780,text segmentation,26
+781,zero shot transfer image classification,26
+782,sketch based image retrieval,26
+783,code completion,26
+784,robust object detection,26
+785,handwritten digit recognition,26
+786,open domain dialog,26
+787,bilingual lexicon induction,26
+788,pico,26
+789,pointgoal navigation,26
+790,point cloud reconstruction,26
+791,foveation,26
+792,unsupervised text style transfer,26
+793,text augmentation,26
+794,music classification,26
+795,geometric matching,26
+796,video inpainting,26
+797,physical simulations,26
+798,content based image retrieval,26
+799,data summarization,26
+800,3d multi object tracking,25
+801,grounded language learning,25
+802,weakly supervised temporal action localization,25
+803,stock prediction,25
+804,lidar semantic segmentation,25
+805,prompt engineering,25
+806,text to video retrieval,25
+807,fps games,25
+808,unconditional image generation,25
+809,headline generation,25
+810,one class classifier,25
+811,semi supervised text classification,25
+812,fake image detection,25
+813,3d multi person pose estimation,25
+814,automatic post editing,25
+815,multi source unsupervised domain adaptation,25
+816,3d shape generation,25
+817,video restoration,25
+818,environmental sound classification,25
+819,sleep stage detection,25
+820,table detection,24
+821,3d human reconstruction,24
+822,stance classification,24
+823,decision making under uncertainty,24
+824,online multi object tracking,24
+825,multi frame super resolution,24
+826,graph property prediction,24
+827,extreme multi label classification,24
+828,decipherment,24
+829,news classification,24
+830,robust face recognition,24
+831,reflection removal,24
+832,acoustic scene classification,24
+833,graph reconstruction,24
+834,text image retrieval,24
+835,normalising flows,24
+836,conversational search,24
+837,program repair,24
+838,copy detection,24
+839,vehicle pose estimation,24
+840,audio question answering,24
+841,face clustering,23
+842,dialogue management,23
+843,time series regression,23
+844,talking head generation,23
+845,sentence fusion,23
+846,indoor localization,23
+847,privacy preserving deep learning,23
+848,surface normals estimation,23
+849,speech denoising,23
+850,edge classification,23
+851,length of stay prediction,23
+852,3d object tracking,23
+853,sentence compression,22
+854,infrared and visible image fusion,22
+855,lesion classification,22
+856,image deblocking,22
+857,shadow detection,22
+858,video to video synthesis,22
+859,keyword extraction,22
+860,trajectory planning,22
+861,ecg classification,22
+862,program induction,22
+863,image morphing,22
+864,vulnerability detection,22
+865,action anticipation,22
+866,talking face generation,22
+867,,22
+868,explanation generation,21
+869,multi future trajectory prediction,21
+870,text clustering,21
+871,activity prediction,21
+872,information plane,21
+873,aspect sentiment triplet extraction,21
+874,line segment detection,21
+875,text based games,21
+876,seizure detection,21
+877,mathematical reasoning,21
+878,semantic slam,21
+879,l2 regularization,21
+880,camouflaged object segmentation,21
+881,learning word embeddings,21
+882,passage ranking,21
+883,multilingual nlp,21
+884,vision language navigation,21
+885,single object discovery,21
+886,math word problem solving,21
+887,action triplet recognition,21
+888,salt and pepper noise removal,21
+889,protein structure prediction,21
+890,keyphrase generation,21
+891,graph structure learning,21
+892,natural language visual grounding,20
+893,semantic composition,20
+894,remote sensing image classification,20
+895,zero shot action recognition,20
+896,personalized federated learning,20
+897,generative question answering,20
+898,unsupervised image segmentation,20
+899,visual speech recognition,20
+900,video text retrieval,20
+901,2d semantic segmentation,20
+902,table recognition,20
+903,learning to execute,20
+904,game of doom,20
+905,extractive document summarization,20
+906,multilingual word embeddings,20
+907,total energy,20
+908,long range modeling,20
+909,key information extraction,20
+910,citation recommendation,20
+911,video style transfer,20
+912,stock price prediction,20
+913,code translation,20
+914,heartbeat classification,20
+915,load forecasting,19
+916,extreme summarization,19
+917,gait recognition,19
+918,iris recognition,19
+919,abnormal event detection in video,19
+920,histopathological image classification,19
+921,legged robots,19
+922,cross lingual ner,19
+923,few shot relation classification,19
+924,intent classification and slot filling,19
+925,morphological tagging,19
+926,automated feature engineering,19
+927,word sense induction,19
+928,density ratio estimation,19
+929,rotated mnist,19
+930,conditional text generation,19
+931,brain image segmentation,19
+932,loop closure detection,19
+933,3d face alignment,19
+934,humanitarian,18
+935,unsupervised object segmentation,18
+936,classification with binary neural network,18
+937,3d human pose and shape estimation,18
+938,twitter sentiment analysis,18
+939,mathematical proofs,18
+940,parallel corpus mining,18
+941,aerial scene classification,18
+942,triple classification,18
+943,zero shot text to image generation,18
+944,blind image quality assessment,18
+945,cross domain few shot learning,18
+946,audio captioning,18
+947,age and gender classification,18
+948,passage re ranking,18
+949,video reconstruction,18
+950,moment retrieval,18
+951,dqn replay dataset,18
+952,cloud detection,18
+953,bsds500,18
+954,tone mapping,18
+955,face parsing,17
+956,stereo disparity estimation,17
+957,semantic dependency parsing,17
+958,malware analysis,17
+959,question similarity,17
+960,lexical entailment,17
+961,3d semantic scene completion,17
+962,video salient object detection,17
+963,spoken dialogue systems,17
+964,event based vision,17
+965,nested mention recognition,17
+966,artificial life,17
+967,license plate recognition,17
+968,visual storytelling,17
+969,superpixel image classification,17
+970,change detection for remote sensing images,17
+971,dense video captioning,17
+972,semantic text matching,17
+973,multiple choice question answering (mcqa),17
+974,real time visual tracking,17
+975,action generation,17
+976,few shot anomaly detection,17
+977,operator learning,17
+978,poker hand classification,17
+979,transition based dependency parsing,17
+980,phrase grounding,17
+981,cross lingual bitext mining,17
+982,model extraction,17
+983,partial domain adaptation,17
+984,dialect identification,17
+985,image relighting,17
+986,transparent objects,16
+987,robust face alignment,16
+988,constituency grammar induction,16
+989,toxic spans detection,16
+990,low rank matrix completion,16
+991,real time multi object tracking,16
+992,skull stripping,16
+993,token classification,16
+994,vector graphics,16
+995,action quality assessment,16
+996,distant speech recognition,16
+997,transfer reinforcement learning,16
+998,unsupervised video summarization,16
+999,spike sorting,16
+1000,dialogue act classification,16
+1001,predictive process monitoring,16
+1002,disaster response,16
+1003,3d depth estimation,16
+1004,low resource neural machine translation,16
+1005,game of poker,16
+1006,rumour detection,16
+1007,entity retrieval,16
+1008,event coreference resolution,16
+1009,explainable models,16
+1010,image defocus deblurring,16
+1011,document ai,16
+1012,physics informed machine learning,16
+1013,egocentric activity recognition,16
+1014,head detection,16
+1015,3d shape recognition,16
+1016,amr to text generation,16
+1017,3d scene reconstruction,16
+1018,hyperspectral unmixing,16
+1019,visual entailment,16
+1020,resynthesis,16
+1021,action understanding,15
+1022,supervised video summarization,15
+1023,fine grained action recognition,15
+1024,video object tracking,15
+1025,kg to text generation,15
+1026,model poisoning,15
+1027,3d point cloud reconstruction,15
+1028,semi supervised object detection,15
+1029,text infilling,15
+1030,facial inpainting,15
+1031,image based localization,15
+1032,perceptual distance,15
+1033,music genre classification,15
+1034,connectivity estimation,15
+1035,auxiliary learning,15
+1036,small footprint keyword spotting,15
+1037,ccg supertagging,15
+1038,emotion cause extraction,15
+1039,skin lesion classification,15
+1040,seismic imaging,15
+1041,monocular visual odometry,15
+1042,caricature,15
+1043,image quality estimation,15
+1044,video stabilization,15
+1045,jpeg compression artifact reduction,15
+1046,computational phenotyping,15
+1047,facial action unit detection,15
+1048,discourse segmentation,15
+1049,point clouds,15
+1050,zero shot object detection,15
+1051,blind face restoration,15
+1052,meeting summarization,14
+1053,person identification,14
+1054,goal oriented dialogue systems,14
+1055,group activity recognition,14
+1056,3d point cloud linear classification,14
+1057,deformable medical image registration,14
+1058,image smoothing,14
+1059,intrinsic image decomposition,14
+1060,image similarity search,14
+1061,landmark recognition,14
+1062,dynamic link prediction,14
+1063,underwater image restoration,14
+1064,industrial robots,14
+1065,video alignment,14
+1066,image deconvolution,14
+1067,myocardial infarction detection,14
+1068,sql to text,14
+1069,text attribute transfer,14
+1070,image stitching,14
+1071,short text clustering,14
+1072,human mesh recovery,14
+1073,sar image despeckling,14
+1074,skin cancer classification,14
+1075,cross lingual question answering,14
+1076,handwriting generation,14
+1077,emotion cause pair extraction,14
+1078,action unit detection,14
+1079,deception detection,14
+1080,protein function prediction,14
+1081,instrument recognition,14
+1082,human dynamics,14
+1083,multi task audio source seperation,14
+1084,diachronic word embeddings,14
+1085,sentence segmentation,13
+1086,automatic machine learning model selection,13
+1087,news summarization,13
+1088,point cloud retrieval,13
+1089,interactive video object segmentation,13
+1090,inductive knowledge graph completion,13
+1091,grayscale image denoising,13
+1092,self knowledge distillation,13
+1093,few shot ner,13
+1094,sound event localization and detection,13
+1095,model discovery,13
+1096,lexical normalization,13
+1097,supervised dimensionality reduction,13
+1098,irregular text recognition,13
+1099,image manipulation detection,13
+1100,medical image retrieval,13
+1101,robust speech recognition,13
+1102,music genre recognition,13
+1103,sentence ordering,13
+1104,art analysis,13
+1105,multi label zero shot learning,13
+1106,unsupervised 3d point cloud linear evaluation,13
+1107,brain decoding,13
+1108,audio signal processing,13
+1109,audio super resolution,13
+1110,image steganography,13
+1111,layout to image generation,13
+1112,motion detection,13
+1113,video saliency prediction,13
+1114,one shot segmentation,13
+1115,unsupervised extractive summarization,13
+1116,text based person retrieval,13
+1117,co salient object detection,13
+1118,stereo lidar fusion,13
+1119,iris segmentation,13
+1120,3d face animation,13
+1121,diabetic retinopathy detection,13
+1122,medical code prediction,13
+1123,domain adaptive person re identification,13
+1124,relationship extraction (distant supervised),12
+1125,electromyography (emg),12
+1126,license plate detection,12
+1127,weakly supervised instance segmentation,12
+1128,short text conversation,12
+1129,metaheuristic optimization,12
+1130,image outpainting,12
+1131,online clustering,12
+1132,atari games 100k,12
+1133,3d absolute human pose estimation,12
+1134,colorectal polyps characterization,12
+1135,image animation,12
+1136,joint multilingual sentence representations,12
+1137,multi agent path finding,12
+1138,hyperspectral image super resolution,12
+1139,disjoint 10 1,12
+1140,temporal information extraction,12
+1141,portrait segmentation,12
+1142,depression detection,12
+1143,3d aware image synthesis,12
+1144,3d object reconstruction from a single image,12
+1145,clone detection,12
+1146,room layout estimation,12
+1147,disjoint 15 1,12
+1148,skills assessment,12
+1149,contour detection,12
+1150,medical report generation,12
+1151,overlapped 10 1,12
+1152,stock trend prediction,12
+1153,abstractive dialogue summarization,12
+1154,generalizable person re identification,12
+1155,animal pose estimation,12
+1156,disjoint 15 5,12
+1157,voice anti spoofing,11
+1158,cross domain named entity recognition,11
+1159,domain 11 1,11
+1160,zero shot image classification,11
+1161,overlapped 15 5,11
+1162,spatio temporal action localization,11
+1163,domain 11 5,11
+1164,acrobot,11
+1165,multiple sequence alignment,11
+1166,multiple people tracking,11
+1167,automated essay scoring,11
+1168,non intrusive load monitoring,11
+1169,domain 1 1,11
+1170,traffic sign detection,11
+1171,face presentation attack detection,11
+1172,overlapped 15 1,11
+1173,compositional zero shot learning,11
+1174,link property prediction,11
+1175,font generation,11
+1176,data free quantization,11
+1177,3d shape retrieval,11
+1178,3d shape modeling,11
+1179,drone navigation,11
+1180,gesture generation,11
+1181,extract aspect,11
+1182,music auto tagging,11
+1183,authorship verification,11
+1184,audio visual speech recognition,11
+1185,blind image deblurring,11
+1186,code documentation generation,11
+1187,dialog relation extraction,11
+1188,photo retouching,11
+1189,temporal knowledge graph completion,11
+1190,band gap,11
+1191,occlusion handling,11
+1192,question rewriting,11
+1193,review generation,11
+1194,multi view subspace clustering,11
+1195,end to end dialogue modelling,11
+1196,semantic image matting,11
+1197,empathetic response generation,11
+1198,single image haze removal,11
+1199,chinese sentence pair classification,11
+1200,image level supervised instance segmentation,11
+1201,human pose forecasting,11
+1202,cyber attack detection,10
+1203,camera shot boundary detection,10
+1204,zero shot text search,10
+1205,symmetry detection,10
+1206,set matching,10
+1207,sign language translation,10
+1208,highlight detection,10
+1209,unbiased scene graph generation,10
+1210,electron microscopy image segmentation,10
+1211,3d point cloud matching,10
+1212,semi supervised medical image segmentation,10
+1213,multi hop reading comprehension,10
+1214,sentence pair modeling,10
+1215,affordance detection,10
+1216,recipe generation,10
+1217,multi target regression,10
+1218,breast cancer histology image classification,10
+1219,crop yield prediction,10
+1220,aesthetics quality assessment,10
+1221,heart rate estimation,10
+1222,person recognition,10
+1223,object slam,10
+1224,variational monte carlo,10
+1225,automatic sleep stage classification,10
+1226,acoustic unit discovery,10
+1227,activity recognition in videos,10
+1228,camera relocalization,10
+1229,inductive relation prediction,10
+1230,chinese sentiment analysis,10
+1231,value prediction,10
+1232,cloud removal,10
+1233,learning semantic representations,10
+1234,deformable object manipulation,10
+1235,grammatical error detection,10
+1236,unsupervised facial landmark detection,10
+1237,algorithmic trading,10
+1238,long tail learning with class descriptors,10
+1239,document level event extraction,10
+1240,one shot object detection,10
+1241,snes games,10
+1242,road damage detection,10

data/selected_repos_task_counts.csv

@@ -0,0 +1,1198 @@
+,task,count
+0,general classification,406
+1,semantic segmentation,384
+2,reinforcement learning,364
+3,translation,352
+4,image classification,337
+5,object detection,324
+6,question answering,313
+7,language modelling,306
+8,representation learning,302
+9,frame,284
+10,transfer learning,265
+11,machine translation,225
+12,data augmentation,208
+13,image generation,201
+14,classification,191
+15,domain adaptation,190
+16,sentiment analysis,186
+17,pose estimation,180
+18,word embeddings,177
+19,super resolution,174
+20,time series,169
+21,denoising,155
+22,text generation,150
+23,natural language inference,148
+24,named entity recognition,133
+25,text classification,133
+26,multi task learning,132
+27,speech recognition,120
+28,decision making,117
+29,action recognition,117
+30,natural language understanding,114
+31,person re identification,112
+32,link prediction,112
+33,self supervised learning,102
+34,autonomous driving,100
+35,atari games,99
+36,style transfer,97
+37,optical flow estimation,96
+38,meta learning,91
+39,reading comprehension,91
+40,object tracking,90
+41,temporal action localization,89
+42,image super resolution,88
+43,visual question answering,88
+44,information retrieval,88
+45,text summarization,86
+46,semantic textual similarity,86
+47,image to image translation,83
+48,object recognition,82
+49,variational inference,82
+50,knowledge graphs,82
+51,depth estimation,82
+52,anomaly detection,82
+53,abstractive text summarization,81
+54,3d reconstruction,78
+55,node classification,75
+56,image captioning,74
+57,image retrieval,74
+58,recommendation systems,73
+59,medical image segmentation,73
+60,instance segmentation,73
+61,graph embedding,71
+62,feature engineering,70
+63,q learning,68
+64,few shot learning,68
+65,quantization,66
+66,common sense reasoning,66
+67,face recognition,65
+68,ner,65
+69,relation extraction,64
+70,metric learning,64
+71,unsupervised domain adaptation,64
+72,image restoration,62
+73,image denoising,61
+74,neural architecture search,59
+75,3d human pose estimation,59
+76,continuous control,59
+77,keypoint detection,57
+78,contrastive learning,57
+79,conversational response selection,57
+80,conditional image generation,56
+81,speech enhancement,55
+82,sentence classification,54
+83,sentence embeddings,54
+84,knowledge distillation,52
+85,time series forecasting,52
+86,dependency parsing,51
+87,face alignment,50
+88,real time object detection,50
+89,graph classification,50
+90,document classification,50
+91,cross lingual natural language inference,49
+92,dimensionality reduction,48
+93,image inpainting,47
+94,document summarization,46
+95,autonomous vehicles,44
+96,thermal image segmentation,44
+97,object localization,44
+98,action classification,43
+99,image clustering,43
+100,part of speech tagging,43
+101,emotion recognition,42
+102,type prediction,42
+103,automatic speech recognition,42
+104,multi person pose estimation,42
+105,lesion segmentation,42
+106,adversarial attack,41
+107,vqa,41
+108,region proposal,41
+109,pos,41
+110,multivariate time series forecasting,41
+111,retinal vessel segmentation,41
+112,cell segmentation,41
+113,multi tissue nucleus segmentation,41
+114,zero shot learning,41
+115,video super resolution,41
+116,semantic similarity,40
+117,semantic parsing,40
+118,interpretable machine learning,40
+119,3d object detection,40
+120,video semantic segmentation,40
+121,drug discovery,40
+122,domain generalization,40
+123,optical character recognition,40
+124,face verification,40
+125,structured prediction,39
+126,continual learning,39
+127,colorization,39
+128,semi supervised image classification,39
+129,nuclear segmentation,38
+130,linear probe classification,38
+131,constituency parsing,38
+132,coreference resolution,37
+133,eeg,37
+134,cross lingual transfer,37
+135,video object segmentation,37
+136,skeleton based action recognition,37
+137,dialogue generation,36
+138,multi object tracking,36
+139,fact checking,36
+140,action detection,36
+141,video understanding,36
+142,fine grained image classification,36
+143,pancreas segmentation,36
+144,stochastic optimization,35
+145,bayesian inference,35
+146,active learning,35
+147,deblurring,35
+148,image enhancement,34
+149,image reconstruction,34
+150,computed tomography (ct),34
+151,multiple object tracking,34
+152,multi label classification,34
+153,video polyp segmentation,33
+154,motion estimation,33
+155,re ranking,33
+156,model selection,33
+157,speech synthesis,32
+158,activity recognition,32
+159,tag,32
+160,self driving cars,32
+161,collaborative filtering,32
+162,2d human pose estimation,32
+163,skin cancer segmentation,31
+164,fairness,31
+165,robot navigation,31
+166,ssim,31
+167,one shot learning,31
+168,adversarial robustness,30
+169,scene understanding,30
+170,image quality assessment,30
+171,multi agent reinforcement learning,30
+172,online learning,30
+173,model compression,30
+174,visual object tracking,30
+175,imitation learning,30
+176,response generation,30
+177,feature selection,30
+178,hyperparameter optimization,30
+179,graph attention,30
+180,graph representation learning,30
+181,self supervised image classification,30
+182,graph regression,29
+183,incremental learning,29
+184,word similarity,29
+185,question generation,29
+186,salient object detection,29
+187,rgb salient object detection,29
+188,monocular depth estimation,29
+189,disentanglement,29
+190,visual tracking,29
+191,action localization,29
+192,trajectory prediction,29
+193,extractive text summarization,29
+194,brain tumor segmentation,28
+195,text matching,28
+196,masked language modeling,28
+197,adversarial defense,28
+198,gaussian processes,28
+199,crowd counting,28
+200,multiple instance learning,27
+201,entity linking,27
+202,outlier detection,27
+203,video prediction,27
+204,paraphrase identification,27
+205,starcraft,27
+206,out of distribution detection,27
+207,slot filling,27
+208,pedestrian detection,27
+209,policy gradient methods,27
+210,visual reasoning,26
+211,fake news detection,26
+212,3d part segmentation,26
+213,motion prediction,26
+214,pretrained language models,26
+215,traffic prediction,26
+216,face generation,26
+217,knowledge graph embedding,26
+218,open domain question answering,26
+219,face identification,26
+220,linguistic acceptability,26
+221,density estimation,26
+222,unsupervised machine translation,26
+223,face detection,26
+224,semantic role labeling,26
+225,binarization,26
+226,sentence embedding,26
+227,extractive summarization,25
+228,panoptic segmentation,25
+229,pedestrian attribute recognition,25
+230,time series prediction,25
+231,image manipulation,25
+232,multi task language understanding,25
+233,image dehazing,25
+234,semi supervised video object segmentation,25
+235,video classification,25
+236,visual localization,25
+237,graph learning,24
+238,scene text detection,24
+239,3d pose estimation,24
+240,relational reasoning,24
+241,document image classification,24
+242,edge detection,24
+243,automl,24
+244,knowledge graph completion,24
+245,image registration,24
+246,3d object reconstruction,24
+247,multiple choice,24
+248,federated learning,24
+249,speaker verification,23
+250,machine reading comprehension,23
+251,3d semantic segmentation,23
+252,network embedding,23
+253,multimodal machine translation,23
+254,monocular 3d human pose estimation,23
+255,3d point cloud classification,23
+256,intent classification,23
+257,relation classification,23
+258,change detection,23
+259,community detection,23
+260,graph generation,23
+261,scene classification,23
+262,video captioning,23
+263,image matting,23
+264,montezuma's revenge,22
+265,tumor segmentation,22
+266,data to text generation,22
+267,3d instance segmentation,22
+268,cross modal retrieval,22
+269,unsupervised image to image translation,22
+270,text style transfer,22
+271,keyword spotting,22
+272,causal inference,22
+273,referring expression,22
+274,text to image generation,22
+275,image augmentation,22
+276,breast tumour classification,22
+277,video generation,22
+278,intent detection,21
+279,3d face reconstruction,21
+280,scene text recognition,21
+281,informativeness,21
+282,word sense disambiguation,21
+283,deep clustering,21
+284,speech separation,21
+285,stereo matching,21
+286,facial landmark detection,21
+287,misinformation,21
+288,video retrieval,21
+289,few shot image classification,21
+290,hand pose estimation,21
+291,visual place recognition,20
+292,combinatorial optimization,20
+293,robust classification,20
+294,efficient exploration,20
+295,6d pose estimation using rgb,20
+296,multi class classification,20
+297,human motion prediction,20
+298,audio generation,20
+299,rain removal,20
+300,face swapping,20
+301,aspect based sentiment analysis,20
+302,music source separation,20
+303,video segmentation,19
+304,speaker recognition,19
+305,simultaneous localization and mapping,19
+306,electrocardiography (ecg),19
+307,imputation,19
+308,cross view image to image translation,19
+309,pedestrian trajectory prediction,19
+310,pneumonia detection,19
+311,document ranking,19
+312,graph to sequence,19
+313,learning to rank,19
+314,autonomous navigation,19
+315,subjectivity analysis,19
+316,network pruning,19
+317,lane detection,19
+318,visual navigation,19
+319,word alignment,19
+320,zero shot cross lingual transfer,19
+321,event detection,19
+322,code generation,19
+323,action recognition in videos,19
+324,unity,19
+325,mortality prediction,18
+326,saliency prediction,18
+327,music information retrieval,18
+328,referring expression comprehension,18
+329,graph construction,18
+330,unsupervised pre training,18
+331,small data image classification,18
+332,dictionary learning,18
+333,object reconstruction,18
+334,time series classification,18
+335,speech emotion recognition,18
+336,disguised face verification,18
+337,malware detection,18
+338,openai gym,18
+339,6d pose estimation,18
+340,medical diagnosis,18
+341,feature importance,18
+342,boundary detection,17
+343,multi label learning,17
+344,hierarchical reinforcement learning,17
+345,real time semantic segmentation,17
+346,image compression,17
+347,spoken language understanding,17
+348,sound event detection,17
+349,program synthesis,17
+350,pose prediction,17
+351,topic models,17
+352,weakly supervised object localization,17
+353,video frame interpolation,17
+354,3d medical imaging segmentation,17
+355,news recommendation,17
+356,vision and language navigation,17
+357,weakly supervised semantic segmentation,17
+358,answer selection,17
+359,image deblurring,17
+360,passage retrieval,17
+361,human part segmentation,17
+362,visual commonsense reasoning,17
+363,task oriented dialogue systems,17
+364,general reinforcement learning,17
+365,fundus to angiography generation,17
+366,synthetic to real translation,17
+367,long tail learning,17
+368,video recognition,17
+369,video summarization,17
+370,pose tracking,17
+371,3d shape reconstruction,16
+372,retinal oct disease classification,16
+373,synthetic data generation,16
+374,starcraft ii,16
+375,dialogue state tracking,16
+376,unsupervised image classification,16
+377,scene segmentation,16
+378,thoracic disease classification,16
+379,multi human parsing,16
+380,brain segmentation,16
+381,stance detection,16
+382,saliency detection,16
+383,class incremental learning,16
+384,novel view synthesis,16
+385,visual odometry,16
+386,model based reinforcement learning,16
+387,arrhythmia detection,16
+388,ensemble learning,16
+389,face model,16
+390,sleep stage detection,16
+391,3d shape representation,16
+392,conversational question answering,16
+393,superpixels,16
+394,intrusion detection,15
+395,point cloud registration,15
+396,deepfake detection,15
+397,dota 2,15
+398,face reconstruction,15
+399,chunking,15
+400,image stylization,15
+401,multimodal sentiment analysis,15
+402,human parsing,15
+403,color image denoising,15
+404,node property prediction,15
+405,speaker specific lip to speech synthesis,15
+406,knowledge base completion,15
+407,cross lingual document classification,15
+408,multi armed bandits,15
+409,grammatical error correction,15
+410,object counting,15
+411,voice conversion,15
+412,visual grounding,15
+413,graph clustering,15
+414,chinese named entity recognition,15
+415,facial expression recognition,15
+416,molecular property prediction,15
+417,gaze estimation,15
+418,temporal localization,15
+419,single image deraining,15
+420,trajectory forecasting,15
+421,large scale person re identification,15
+422,stereo matching hand,15
+423,chatbot,15
+424,3d hand pose estimation,15
+425,sign language recognition,15
+426,stereo depth estimation,15
+427,time series analysis,14
+428,survival analysis,14
+429,demosaicking,14
+430,document layout analysis,14
+431,unsupervised video object segmentation,14
+432,fine grained visual recognition,14
+433,medical image registration,14
+434,human detection,14
+435,click through rate prediction,14
+436,multivariate time series imputation,14
+437,self supervised person re identification,14
+438,cloze test,14
+439,lexical simplification,14
+440,emotion classification,14
+441,story generation,14
+442,depth completion,14
+443,video description,14
+444,unsupervised mnist,14
+445,fraud detection,14
+446,neural network compression,14
+447,point processes,14
+448,scene generation,14
+449,whole slide images,14
+450,handwriting recognition,14
+451,hard attention,14
+452,texture synthesis,14
+453,multimodal unsupervised image to image translation,14
+454,lip reading,14
+455,knowledge graph embeddings,14
+456,time series few shot learning with heterogeneous channels,14
+457,adversarial text,14
+458,speaker separation,14
+459,motion planning,14
+460,gesture recognition,14
+461,video object detection,14
+462,ad hoc information retrieval,14
+463,opinion mining,14
+464,point cloud classification,13
+465,lemmatization,13
+466,audio classification,13
+467,video enhancement,13
+468,multimodal deep learning,13
+469,real time strategy games,13
+470,robotic grasping,13
+471,stock market prediction,13
+472,human action generation,13
+473,text simplification,13
+474,age estimation,13
+475,dialogue evaluation,13
+476,traffic sign recognition,13
+477,source code summarization,13
+478,nested named entity recognition,13
+479,lesion detection,13
+480,chinese word segmentation,13
+481,systematic generalization,13
+482,speaker identification,13
+483,hate speech detection,13
+484,future prediction,13
+485,text to speech synthesis,13
+486,graph matching,13
+487,motion compensation,13
+488,skin lesion segmentation,13
+489,audio tagging,13
+490,sequential image classification,13
+491,action segmentation,13
+492,lung nodule segmentation,13
+493,language identification,13
+494,word translation,13
+495,visual dialog,13
+496,object detection in aerial images,13
+497,entity typing,13
+498,entity embeddings,13
+499,sentence similarity,13
+500,distributional reinforcement learning,13
+501,selection bias,13
+502,length of stay prediction,13
+503,homography estimation,13
+504,multimodal emotion recognition,13
+505,gender prediction,13
+506,single image dehazing,13
+507,neural rendering,13
+508,learning theory,13
+509,motion forecasting,13
+510,video question answering,13
+511,ood detection,12
+512,formation energy,12
+513,temporal action proposal generation,12
+514,change point detection,12
+515,multilingual word embeddings,12
+516,reflection removal,12
+517,learning with noisy labels,12
+518,image retrieval with multi modal query,12
+519,deep attention,12
+520,depth and camera motion,12
+521,unsupervised anomaly detection,12
+522,automated theorem proving,12
+523,dense object detection,12
+524,multi document summarization,12
+525,speaker diarization,12
+526,mri segmentation,12
+527,motion synthesis,12
+528,tensor networks,12
+529,meta reinforcement learning,12
+530,interest point detection,12
+531,point cloud completion,12
+532,inference attack,12
+533,3d object classification,12
+534,music tagging,12
+535,event extraction,12
+536,acoustic scene classification,12
+537,offline rl,12
+538,dense pixel correspondence estimation,12
+539,scene recognition,12
+540,scene parsing,12
+541,face hallucination,12
+542,fine grained image recognition,12
+543,few shot object detection,12
+544,edge computing,12
+545,distributed computing,12
+546,semi supervised anomaly detection,12
+547,goal oriented dialog,12
+548,argument mining,12
+549,3d object recognition,12
+550,3d face modeling,12
+551,language acquisition,12
+552,video to video synthesis,12
+553,head pose estimation,12
+554,small object detection,12
+555,video quality assessment,12
+556,talking head generation,12
+557,cross lingual bitext mining,12
+558,image matching,12
+559,game of chess,12
+560,one shot visual object segmentation,12
+561,medical named entity recognition,12
+562,compressive sensing,12
+563,point cloud reconstruction,12
+564,fps games,12
+565,experimental design,12
+566,motion segmentation,12
+567,univariate time series forecasting,12
+568,aspect extraction,12
+569,data poisoning,12
+570,ms ssim,12
+571,grounded language learning,12
+572,community question answering,12
+573,music classification,12
+574,point cloud segmentation,12
+575,permuted mnist,12
+576,fact verification,12
+577,3d shape generation,12
+578,medical image generation,12
+579,entity extraction using gan,12
+580,abuse detection,12
+581,multiobjective optimization,12
+582,video instance segmentation,12
+583,human object interaction detection,12
+584,point cloud generation,12
+585,card games,12
+586,surface reconstruction,12
+587,multimodal activity recognition,12
+588,text categorization,12
+589,morphological analysis,12
+590,explainable artificial intelligence,12
+591,topological data analysis,12
+592,curved text detection,12
+593,two sample testing,12
+594,patch matching,11
+595,car pose estimation,11
+596,line detection,11
+597,headline generation,11
+598,knowledge base population,11
+599,humor detection,11
+600,extractive document summarization,11
+601,camera calibration,11
+602,weather forecasting,11
+603,conversational response generation,11
+604,portfolio optimization,11
+605,entity alignment,11
+606,object discovery,11
+607,program induction,11
+608,citation intent classification,11
+609,scene flow estimation,11
+610,weakly supervised 3d human pose estimation,11
+611,probabilistic deep learning,11
+612,table detection,11
+613,viewpoint estimation,11
+614,abusive language,11
+615,entity disambiguation,11
+616,image forensics,11
+617,medical relation extraction,11
+618,parallel corpus mining,11
+619,rgb d salient object detection,11
+620,6d pose estimation using rgbd,11
+621,jpeg artifact correction,11
+622,automatic post editing,11
+623,computational phenotyping,11
+624,breast cancer detection,11
+625,unsupervised reinforcement learning,11
+626,graph partitioning,11
+627,few shot semantic segmentation,11
+628,image cropping,11
+629,imbalanced classification,11
+630,data visualization,11
+631,matrix completion,11
+632,accented speech recognition,11
+633,heartbeat classification,11
+634,semi supervised semantic segmentation,11
+635,liver segmentation,11
+636,learning to execute,11
+637,protein structure prediction,11
+638,unsupervised text style transfer,11
+639,object categorization,11
+640,board games,11
+641,dialogue management,11
+642,single view 3d reconstruction,11
+643,hippocampus,11
+644,text spotting,11
+645,cardiac segmentation,11
+646,fault detection,11
+647,covid 19 diagnosis,11
+648,audio source separation,11
+649,safe exploration,11
+650,environmental sound classification,11
+651,joint entity and relation extraction,11
+652,unsupervised image segmentation,11
+653,one stage anchor free oriented object detection,11
+654,noisy speech recognition,11
+655,text augmentation,11
+656,vehicle re identification,11
+657,game of go,11
+658,multi target domain adaptation,11
+659,session based recommendations,11
+660,weakly supervised object detection,11
+661,ccg supertagging,11
+662,cross lingual word embeddings,11
+663,text clustering,11
+664,knowledge tracing,11
+665,disease prediction,11
+666,code summarization,11
+667,speech to text translation,11
+668,brain image segmentation,11
+669,weakly supervised classification,11
+670,dynamic time warping,11
+671,lidar semantic segmentation,11
+672,noise estimation,11
+673,face anti spoofing,11
+674,natural language visual grounding,11
+675,multi domain dialogue state tracking,11
+676,keyphrase extraction,11
+677,activity prediction,11
+678,music modeling,11
+679,sentence summarization,11
+680,virtual try on,11
+681,music transcription,11
+682,weakly supervised segmentation,11
+683,probabilistic programming,11
+684,video denoising,11
+685,tensor decomposition,11
+686,egocentric activity recognition,11
+687,open set learning,11
+688,stance classification,11
+689,template matching,11
+690,sequential recommendation,11
+691,mri reconstruction,11
+692,low light image enhancement,11
+693,sparse learning,11
+694,3d multi person pose estimation,11
+695,amr parsing,11
+696,hand gesture recognition,11
+697,bilingual lexicon induction,11
+698,sleep staging,11
+699,action unit detection,11
+700,game of shogi,11
+701,disparity estimation,11
+702,decision making under uncertainty,11
+703,semantic correspondence,10
+704,document embedding,10
+705,sarcasm detection,10
+706,riemannian optimization,10
+707,game of poker,10
+708,triple classification,10
+709,activity detection,10
+710,visual storytelling,10
+711,prediction intervals,10
+712,scene graph generation,10
+713,unconditional image generation,10
+714,3d shape classification,10
+715,perceptual distance,10
+716,safe reinforcement learning,10
+717,bias detection,10
+718,table to text generation,10
+719,pose transfer,10
+720,discourse parsing,10
+721,human pose forecasting,10
+722,citation recommendation,10
+723,morphological tagging,10
+724,histopathological image classification,10
+725,semantic dependency parsing,10
+726,product recommendation,10
+727,pico,10
+728,sentence completion,10
+729,interactive segmentation,10
+730,normalising flows,10
+731,foveation,10
+732,epidemiology,10
+733,caricature,10
+734,2d object detection,10
+735,out of distribution generalization,10
+736,paraphrase generation,10
+737,handwritten text recognition,10
+738,transition based dependency parsing,10
+739,numerical integration,10
+740,graph mining,10
+741,membership inference attack,10
+742,text independent speaker verification,10
+743,one class classifier,10
+744,multi task audio source seperation,10
+745,survival prediction,10
+746,car racing,10
+747,conversational search,10
+748,constituency grammar induction,10
+749,shadow removal,10
+750,shadow detection,10
+751,seizure detection,10
+752,second order methods,10
+753,answer generation,10
+754,open domain dialog,10
+755,bilevel optimization,10
+756,3d object tracking,10
+757,multi future trajectory prediction,10
+758,spoken dialogue systems,10
+759,text based games,10
+760,generalization bounds,10
+761,inductive logic programming,10
+762,aerial scene classification,10
+763,distributed optimization,10
+764,multi view learning,10
+765,video based person re identification,10
+766,facial inpainting,10
+767,surface normals estimation,10
+768,l2 regularization,10
+769,color constancy,10
+770,lipreading,10
+771,visual speech recognition,10
+772,weakly supervised temporal action localization,10
+773,weakly supervised action localization,10
+774,unsupervised person re identification,10
+775,malware classification,10
+776,word sense induction,10
+777,3d human reconstruction,10
+778,multi hop question answering,10
+779,classification with binary neural network,10
+780,robust face alignment,10
+781,semi supervised text classification,10
+782,geometric matching,10
+783,backdoor attack,10
+784,no reference image quality assessment,10
+785,robust object detection,10
+786,handwritten digit recognition,10
+787,information plane,10
+788,remote sensing image classification,10
+789,texture classification,10
+790,graph similarity,10
+791,dense video captioning,10
+792,variable selection,10
+793,open information extraction,10
+794,stock price prediction,10
+795,intent classification and slot filling,10
+796,keyphrase generation,10
+797,amr to text generation,10
+798,automated feature engineering,10
+799,vehicle pose estimation,10
+800,sentence compression,10
+801,multi frame super resolution,10
+802,speech denoising,10
+803,traveling salesman problem,10
+804,spelling correction,10
+805,distant speech recognition,10
+806,data compression,10
+807,music generation,10
+808,stereo lidar fusion,10
+809,birds eye view object detection,10
+810,text to sql,10
+811,anomaly detection in surveillance videos,10
+812,pointgoal navigation,10
+813,abnormal event detection in video,10
+814,medical object detection,10
+815,real time visual tracking,10
+816,multi source unsupervised domain adaptation,10
+817,person search,10
+818,ecg classification,10
+819,object proposal generation,10
+820,unsupervised semantic segmentation,10
+821,facial action unit detection,10
+822,3d semantic scene completion,10
+823,skull stripping,10
+824,material recognition,10
+825,mixed reality,10
+826,fake image detection,10
+827,camera localization,10
+828,audio question answering,10
+829,de identification,10
+830,generalized zero shot learning,10
+831,visual relationship detection,10
+832,legged robots,10
+833,3d point cloud reconstruction,10
+834,protein folding,10
+835,chinese reading comprehension,10
+836,referring expression segmentation,10
+837,spatio temporal forecasting,10
+838,code search,10
+839,human dynamics,10
+840,decipherment,10
+841,network intrusion detection,10
+842,salt and pepper noise removal,10
+843,phrase grounding,10
+844,molecular graph generation,10
+845,passage re ranking,10
+846,spam detection,10
+847,stochastic block model,10
+848,multi goal reinforcement learning,10
+849,self supervised action recognition,10
+850,privacy preserving deep learning,10
+851,seismic imaging,10
+852,lung disease classification,10
+853,knowledge base question answering,10
+854,image similarity search,10
+855,fine grained visual categorization,10
+856,bayesian optimisation,10
+857,sketch based image retrieval,10
+858,emotion recognition in conversation,10
+859,time series clustering,10
+860,predictive process monitoring,10
+861,node clustering,10
+862,semantic composition,10
+863,bsds500,10
+864,volumetric medical image segmentation,10
+865,person retrieval,10
+866,text similarity,10
+867,text segmentation,10
+868,3d multi object tracking,10
+869,probabilistic time series forecasting,10
+870,3d face alignment,10
+871,entity resolution,10
+872,unsupervised object segmentation,10
+873,additive models,10
+874,self learning,10
+875,small footprint keyword spotting,10
+876,action anticipation,10
+877,3d action recognition,10
+878,joint multilingual sentence representations,10
+879,sentence fusion,10
+880,defect detection,10
+881,term extraction,10
+882,keyword extraction,10
+883,3d depth estimation,10
+884,graph sampling,10
+885,morphological inflection,10
+886,lexical entailment,10
+887,sql to text,10
+888,video compression,10
+889,video style transfer,10
+890,causal discovery,10
+891,nested mention recognition,10
+892,monocular 3d object detection,10
+893,game of doom,10
+894,extreme multi label classification,10
+895,video inpainting,10
+896,smac,10
+897,action triplet recognition,10
+898,transliteration,10
+899,data summarization,10
+900,mutual information estimation,9
+901,edge classification,9
+902,traffic sign detection,9
+903,cross domain few shot,9
+904,one shot object detection,9
+905,low resource neural machine translation,9
+906,mathematical proofs,9
+907,image deconvolution,9
+908,protein function prediction,9
+909,review generation,9
+910,3d shape modeling,9
+911,online multi object tracking,9
+912,multiple choice question answering (mcqa),9
+913,generative question answering,9
+914,art analysis,9
+915,few shot relation classification,9
+916,learning word embeddings,9
+917,emotion cause extraction,9
+918,image outpainting,9
+919,program repair,9
+920,image morphing,9
+921,humanitarian,9
+922,3d object reconstruction from a single image,9
+923,malware analysis,9
+924,3d point cloud linear classification,9
+925,news classification,9
+926,point clouds,9
+927,supervised video summarization,9
+928,physical simulations,9
+929,unsupervised 3d point cloud linear evaluation,9
+930,graph structure learning,9
+931,multi label image classification,9
+932,content based image retrieval,9
+933,change detection for remote sensing images,9
+934,age and gender classification,9
+935,dialogue understanding,9
+936,diabetic retinopathy detection,9
+937,code completion,9
+938,vulnerability detection,8
+939,,8
+940,semantic image matting,8
+941,action generation,8
+942,total energy,8
+943,question similarity,8
+944,image level supervised instance segmentation,8
+945,multiple people tracking,8
+946,video object tracking,8
+947,face clustering,8
+948,graph reconstruction,8
+949,table recognition,8
+950,moment retrieval,8
+951,head detection,8
+952,multi label text classification,8
+953,unsupervised video summarization,8
+954,grammatical error detection,8
+955,rumour detection,8
+956,vision language navigation,8
+957,key information extraction,8
+958,monocular visual odometry,8
+959,blind super resolution,8
+960,short text clustering,8
+961,multilingual nlp,8
+962,activity recognition in videos,8
+963,sentence segmentation,8
+964,3d point cloud matching,8
+965,iris recognition,8
+966,conditional text generation,8
+967,unsupervised extractive summarization,8
+968,spike sorting,8
+969,blind image quality assessment,8
+970,video restoration,8
+971,fine grained action recognition,8
+972,handwriting generation,8
+973,dialogue act classification,8
+974,medical image retrieval,8
+975,layout to image generation,8
+976,math word problem solving,8
+977,stock prediction,8
+978,talking face generation,8
+979,recipe generation,8
+980,3d face animation,8
+981,transfer reinforcement learning,8
+982,image deblocking,8
+983,mathematical reasoning,8
+984,electron microscopy image segmentation,8
+985,rotated mnist,8
+986,image smoothing,7
+987,goal oriented dialogue systems,7
+988,entity retrieval,7
+989,zero shot action recognition,7
+990,few shot text classification,7
+991,portrait segmentation,7
+992,gait recognition,7
+993,contour detection,7
+994,landmark recognition,7
+995,camouflaged object segmentation,7
+996,diachronic word embeddings,7
+997,semantic slam,7
+998,audio super resolution,7
+999,discourse segmentation,7
+1000,automatic machine learning model selection,7
+1001,emotion cause pair extraction,7
+1002,density ratio estimation,7
+1003,image relighting,7
+1004,human mesh recovery,7
+1005,image based localization,7
+1006,genre classification,7
+1007,superpixel image classification,7
+1008,industrial robots,7
+1009,skin cancer classification,7
+1010,document ai,7
+1011,iris segmentation,7
+1012,partial domain adaptation,7
+1013,indoor localization,7
+1014,multiple sequence alignment,7
+1015,snes games,7
+1016,line segment detection,7
+1017,one shot segmentation,7
+1018,robust speech recognition,7
+1019,visual entailment,7
+1020,spatio temporal action localization,7
+1021,text attribute transfer,7
+1022,transparent objects,7
+1023,3d absolute human pose estimation,7
+1024,explanation generation,7
+1025,poker hand classification,7
+1026,real time multi object tracking,7
+1027,load forecasting,7
+1028,blind face restoration,7
+1029,tone mapping,7
+1030,topic classification,7
+1031,deception detection,7
+1032,jpeg compression artifact reduction,7
+1033,video reconstruction,7
+1034,single image haze removal,7
+1035,counterfactual inference,7
+1036,short text conversation,7
+1037,model extraction,6
+1038,text image retrieval,6
+1039,point cloud retrieval,6
+1040,zero shot cross modal retrieval,6
+1041,text based person retrieval,6
+1042,cross domain named entity recognition,6
+1043,deformable medical image registration,6
+1044,hyperspectral unmixing,6
+1045,cloud detection,6
+1046,person identification,6
+1047,auxiliary learning,6
+1048,band gap,6
+1049,disaster response,6
+1050,robust face recognition,6
+1051,sentence pair modeling,6
+1052,event coreference resolution,6
+1053,music genre recognition,6
+1054,unsupervised facial landmark detection,6
+1055,data free quantization,6
+1056,music genre classification,6
+1057,lesion classification,6
+1058,crop yield prediction,6
+1059,dynamic link prediction,6
+1060,3d human pose and shape estimation,6
+1061,resynthesis,6
+1062,kg to text generation,6
+1063,face parsing,6
+1064,cross domain few shot learning,6
+1065,meeting summarization,6
+1066,multi label zero shot learning,6
+1067,passage ranking,6
+1068,text infilling,6
+1069,myocardial infarction detection,6
+1070,audio captioning,6
+1071,value prediction,6
+1072,atari games 100k,6
+1073,domain 11 1,6
+1074,sentence ordering,6
+1075,overlapped 10 1,6
+1076,domain 11 5,6
+1077,disjoint 15 5,6
+1078,acrobot,6
+1079,learning semantic representations,6
+1080,long tail learning with class descriptors,6
+1081,video stabilization,6
+1082,license plate recognition,6
+1083,disjoint 10 1,6
+1084,disjoint 15 1,6
+1085,domain 1 1,6
+1086,acoustic unit discovery,6
+1087,gpr,6
+1088,action quality assessment,6
+1089,extract aspect,6
+1090,temporal information extraction,6
+1091,twitter sentiment analysis,6
+1092,intrinsic image decomposition,6
+1093,online clustering,5
+1094,brain decoding,5
+1095,zero shot object detection,5
+1096,counterfactual explanation,5
+1097,video alignment,5
+1098,variational monte carlo,5
+1099,sign language translation,5
+1100,text to video retrieval,5
+1101,audio visual speech recognition,5
+1102,skin lesion classification,5
+1103,inductive knowledge graph completion,5
+1104,instrument recognition,5
+1105,gesture generation,5
+1106,multi hop reading comprehension,5
+1107,time series regression,5
+1108,physics informed machine learning,5
+1109,image manipulation detection,5
+1110,image quality estimation,5
+1111,model discovery,5
+1112,overlapped 15 1,5
+1113,extreme summarization,5
+1114,automatic sleep stage classification,5
+1115,2d semantic segmentation,5
+1116,dialect identification,5
+1117,cyber attack detection,5
+1118,dqn replay dataset,5
+1119,underwater image restoration,5
+1120,multi target regression,5
+1121,video saliency prediction,5
+1122,cross lingual ner,5
+1123,stock trend prediction,5
+1124,group activity recognition,5
+1125,3d shape retrieval,5
+1126,non intrusive load monitoring,5
+1127,sound event localization and detection,5
+1128,music auto tagging,5
+1129,colorectal polyps characterization,5
+1130,road damage detection,5
+1131,overlapped 15 5,5
+1132,artificial life,5
+1133,photo retouching,5
+1134,aesthetics quality assessment,5
+1135,semantic text matching,5
+1136,grayscale image denoising,5
+1137,symmetry detection,5
+1138,image defocus deblurring,4
+1139,image animation,4
+1140,license plate detection,3
+1141,clone detection,3
+1142,metaheuristic optimization,3
+1143,breast cancer histology image classification,2
+1144,drone navigation,2
+1145,long range modeling,2
+1146,temporal knowledge graph completion,2
+1147,code translation,2
+1148,loop closure detection,2
+1149,question rewriting,2
+1150,animal pose estimation,2
+1151,aspect sentiment triplet extraction,2
+1152,video salient object detection,2
+1153,co salient object detection,2
+1154,personalized federated learning,2
+1155,camera shot boundary detection,2
+1156,news summarization,2
+1157,unbiased scene graph generation,2
+1158,medical code prediction,2
+1159,single object discovery,1
+1160,abstractive dialogue summarization,1
+1161,inductive relation prediction,1
+1162,image stitching,1
+1163,generalizable person re identification,1
+1164,object slam,1
+1165,semi supervised medical image segmentation,1
+1166,code documentation generation,1
+1167,event based vision,1
+1168,room layout estimation,1
+1169,token classification,1
+1170,authorship verification,1
+1171,3d shape recognition,1
+1172,person recognition,1
+1173,connectivity estimation,1
+1174,weakly supervised instance segmentation,1
+1175,occlusion handling,1
+1176,compositional zero shot learning,1
+1177,3d classification,1
+1178,stereo disparity estimation,1
+1179,zero shot image classification,1
+1180,explainable models,1
+1181,meme classification,1
+1182,heart rate estimation,1
+1183,domain adaptive person re identification,1
+1184,dialog relation extraction,1
+1185,motion detection,1
+1186,hyperspectral image classification,1
+1187,skills assessment,1
+1188,irregular text recognition,1
+1189,real time instance segmentation,1
+1190,blind image deblurring,1
+1191,interactive video object segmentation,1
+1192,model poisoning,1
+1193,zero shot text to image generation,1
+1194,action understanding,1
+1195,low rank matrix completion,1
+1196,hyperspectral image super resolution,1

requirements.txt

@@ -1 +1,2 @@
 gradio==3.48.0
+plotly==5.24.1

task_visualizations.py

@@ -47,7 +47,11 @@ class TaskVisualizations:
         )
         displayed_tasks_with_areas_df = (
             displayed_tasks_with_areas_df.groupby("area")
-            .apply(lambda df: cls.get_topk_merge_others(df, "task", "count"))
+            .apply(
+                lambda df: cls.get_topk_merge_others(
+                    df, "task", "count", val_threshold=min_task_count
+                )
+            )
             .reset_index()
         )
         displayed_tasks_with_areas_df["task"] = (
@@ -57,22 +61,16 @@ class TaskVisualizations:
         )
         return displayed_tasks_with_areas_df
 
-    def get_tasks_sunbursts(self, min_task_count_all, min_task_count_selected):
-        all_df = self.tasks_with_areas_df
-        selected_df = self.selected_tasks_with_areas_df
+    def get_tasks_sunburst(self, min_task_count, which_df="selected"):
+        if which_df == "selected":
+            df = self.selected_tasks_with_areas_df
+        else:
+            df = self.tasks_with_areas_df
 
-        displayed_tasks_all_df = self.get_displayed_tasks_with_areas_df(
-            all_df, min_task_count_all
-        )
-        displayed_tasks_selected_df = self.get_displayed_tasks_with_areas_df(
-            selected_df, min_task_count_selected
+        displayed_tasks_with_areas_df = self.get_displayed_tasks_with_areas_df(
+            df, min_task_count
         )
 
-        all_sunburst = px.sunburst(
-            displayed_tasks_all_df, path=["area", "task"], values="count"
-        )
-        selected_sunburst = px.sunburst(
-            displayed_tasks_selected_df, path=["area", "task"], values="count"
+        return px.sunburst(
+            displayed_tasks_with_areas_df, path=["area", "task"], values="count"
         )
-
-        return all_sunburst, selected_sunburst