Datasets:

qihoo360
/

FgGRN-12M

url string	key string	status string	error_message string	width int32	height int32	original_width int32	original_height int32	exif string	sha256 string
https://748098.smushcdn.…1&strip=1&webp=1	000000026	failed_to_download	<urlopen error [Errno -2] Name or service not known>	null	null	null	null	null	null
https://cdn.algarveprope…00/APN/APN_6.jpg	000000007	failed_to_download	<urlopen error [Errno 104] Connection reset by peer>	null	null	null	null	null	null
https://cdn.shopify.com/…jpg?v=1618071686	000000010	success	null	300	300	300	300	{"Image Orientation": "Horizontal (normal)", "Image XResolution": "72", "Image YResolution": "72", "Image ResolutionUnit": "Pixels/Inch", "Image YCbCrPositioning": "Centered", "Image ExifOffset": "102", "EXIF ExifVersion": "", "EXIF ComponentsConfiguration": "", "EXIF FlashPixVersion": "", "EXIF ColorSpace": "Uncalibrated", "EXIF ExifImageWidth": "300", "EXIF ExifImageLength": "300"}	743da584d743447203df1a9bf84e20c96e8fc35b2e8c3fddc3bff7799eba43f8
https://multifiles.press…%2BFenlason1.jpg	000000044	failed_to_download	HTTP Error 404: Not Found	null	null	null	null	null	null
https://vidcdn.123rf.com…ael181000096.jpg	000000035	success	null	450	252	450	252	{}	2d68abf48bf6375c47f1157d0c68022f15b2e01d57695cedbec474984bba7698
https://media.gettyimages.com/photos/couple-have-a-snowball-fight-in-trafalgar-square-in-central-london-on-picture-id1230760547?s=612x612	000000040	success	null	612	408	612	408	{"Image ImageDescription": "A couple have a snowball fight in Trafalgar Square in central London on January 24, 2021, as the capital experiences a rare covering of snow on Sunday. (Photo by JUSTIN TALLIS / AFP) (Photo by JUSTIN TALLIS/AFP via Getty Images)", "Image XResolution": "300", "Image YResolution": "300"}	e4e1c363edc42cd0b5c4891a703e9aa1babb562d6bcd5418a2309e0c3326da45
http://blogmedia.dealerfire.com/wp-content/uploads/sites/228/2016/11/Read-more-about-the-golf_o.png	000000057	failed_to_download	HTTP Error 403: Forbidden	null	null	null	null	null	null
https://cdn.shopify.com/…jpg?v=1604576875	000000043	failed_to_download	HTTP Error 404: Not Found	null	null	null	null	null	null
https://as1.ftcdn.net/jp…OoIMNI0HZ1WM.jpg	000000048	failed_to_download	HTTP Error 403: Forbidden	null	null	null	null	null	null
https://images.collectio…03a8c6827b_b.jpg	000000046	failed_to_download	<urlopen error [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1131)>	null	null	null	null	null	null
https://cdn.securem2.com…949-display3.jpg	000000038	success	null	780	482	780	482	{}	dd877b406d20fa0c16bddd066a7850a433c8890708af2af767d15454a6f4b36b
https://www.brighttalk.c…w_1595440314.png	000000053	failed_to_download	HTTP Error 404: Not Found	null	null	null	null	null	null
https://cdn-1.motorsport…3-race-start.jpg	000000050	success	null	413	275	413	275	{}	f48e8ed8bed29b79955fc460aed43972e0f6c39d55e66c5b18320bbac02d88dd
https://cdn-japantimes.c…ter-20150812.jpg	000000076	failed_to_download	<urlopen error [Errno -5] No address associated with hostname>	null	null	null	null	null	null
https://static.wixstatic…e22b03f3~mv2.jpg	000000012	success	null	1,270	847	1,270	847	{"Image Orientation": "Horizontal (normal)", "Image XResolution": "240", "Image YResolution": "240", "Image ResolutionUnit": "Pixels/Inch", "Image YCbCrPositioning": "Centered", "Image ExifOffset": "102", "EXIF ExifVersion": "", "EXIF ComponentsConfiguration": "", "EXIF FlashPixVersion": "", "EXIF ColorSpace": "Uncalibrated", "EXIF ExifImageWidth": "1270", "EXIF ExifImageLength": "847"}	aec8ac530e0c454550ae217cb05e48d7fd34bdec54af29083605c599944469c2
https://media.apnarm.net…4_ct1880x930.jpg	000000060	success	null	1,880	930	1,880	930	{}	3006f9b3f01d63a2ec5d95f3b44d25a129788b8aa67f0461b4fb958b2a225a47
https://cf2.ppt-online.o…xwE/slide-17.jpg	000000016	failed_to_download	HTTP Error 403: Forbidden	null	null	null	null	null	null
https://www.yummyhealthy…ge-3-300x400.jpg	000000001	failed_to_download	HTTP Error 403: Forbidden	null	null	null	null	null	null
https://i.dawn.com/mediu…9d766a03cd10.jpg	000000065	success	null	489	275	489	275	{}	4b91282fd76984441b3cae29c555afed7a61b0a443609b59d684d4c2d9c21ad7
https://torontolife.com/…enchin-intro.jpg	000000027	success	null	656	416	656	416	{}	31f44ae66e2ffab0a1932b0bba3d9996e6d641447993ee2afa0158c2c67d94a2
https://hopeandglory.com…on-6-300x200.jpg	000000047	success	null	300	200	300	200	{}	dbbac428767acfa4e1bc343076fc7a9f47e64ffc8fbfd8e6aacf3f539d99a53e
https://cdn.cnn.com/cnnn…e-live-video.jpg	000000067	success	null	576	324	576	324	{"Image ImageDescription": "Australian Olympic athletes celebrate at the Brisbane Welcome Home Celebration at Queen Street Mall on September 2, 2016 in Brisbane, Australia.", "Image Make": "Canon", "Image Model": "Canon EOS-1D X", "Image XResolution": "300", "Image YResolution": "300", "Image Artist": "Chris Hyde", "Image WhitePoint": "[313/1000, 329/1000]", "Image PrimaryChromaticities": "[16/25, 33/100, 21/100, 71/100, 3/20, 3/50]", "Image YCbCrCoefficients": "[299/1000, 587/1000, 57/500]", "Image YCbCrPositioning": "Co-sited", "Image Copyright": "2016 Getty Images", "Image ExifOffset": "480", "Image GPSInfo": "1128", "Thumbnail Compression": "JPEG (old-style)", "Thumbnail XResolution": "72", "Thumbnail YResolution": "72", "Thumbnail ResolutionUnit": "Pixels/Inch", "Thumbnail JPEGInterchangeFormat": "1232", "Thumbnail JPEGInterchangeFormatLength": "6249", "EXIF ExposureTime": "1/1250", "EXIF FNumber": "7/2", "EXIF ExposureProgram": "Manual", "EXIF ISOSpeedRatings": "1000", "EXIF SensitivityType": "Recommended Exposure Index", "EXIF RecommendedExposureIndex": "1000", "EXIF ExifVersion": "", "EXIF DateTimeOriginal": "2016:09:02 12:50:44", "EXIF DateTimeDigitized": "2016:09:02 12:50:44", "EXIF ComponentsConfiguration": "", "EXIF ShutterSpeedValue": "32920/3173", "EXIF ApertureValue": "5357/1482", "EXIF ExposureBiasValue": "0", "EXIF MaxApertureValue": "24361/8200", "EXIF MeteringMode": "Pattern", "EXIF Flash": "Flash did not fire, compulsory flash mode", "EXIF FocalLength": "140", "EXIF SubSecTimeOriginal": "10", "EXIF SubSecTimeDigitized": "10", "EXIF FlashPixVersion": "", "EXIF ColorSpace": "sRGB", "EXIF ExifImageWidth": "3000", "EXIF ExifImageLength": "2001", "EXIF FocalPlaneXResolution": "2592000/731", "EXIF FocalPlaneYResolution": "172800/49", "EXIF FocalPlaneResolutionUnit": "2", "EXIF CustomRendered": "Normal", "EXIF ExposureMode": "Manual Exposure", "EXIF WhiteBalance": "Auto", "EXIF SceneCaptureType": "Standard", "EXIF CameraOwnerName": "", "EXIF BodySerialNumber": "175018000048", "EXIF LensSpecification": "[70, 200, 0, 0]", "EXIF LensModel": "EF70-200mm f/2.8L IS II USM", "EXIF LensSerialNumber": "0000405333", "EXIF Gamma": "11/5"}	0e5930fd06321fd7eb4b207e8dd6533d7b980db4bdb384146708494cd4cac5d4
https://i0.wp.com/rdmegr…304&crop=1&ssl=1	000000081	failed_to_download	HTTP Error 404: Not Found	null	null	null	null	null	null
https://beatingupwind.co…168w123-back.jpg	000000062	success	null	453	604	453	604	{}	f56da0bb49ecae36c4e06c8c924ba9a52bcc495a81d0b3155cbac68ae80f4554
https://media02.stockfoo…garden-table.jpg	000000017	success	null	734	1,100	734	1,100	{}	ae872bbe86e0575871ff0e7b798ad5875b9c421e5b201ec320d8b53616011b28
https://www.gannett-cdn.…t=pjpg&auto=webp	000000084	failed_to_download	HTTP Error 903: Forbidden	null	null	null	null	null	null
https://i1.wp.com/www.su…resize=840%2C559	000000075	failed_to_download	HTTP Error 404: Not Found	null	null	null	null	null	null
https://i2.wp.com/www.sa…-Blondies-13.jpg	000000061	failed_to_download	HTTP Error 404: Not Found	null	null	null	null	null	null
http://dayzero.org.za/wp-content/uploads/2019/05/Page-8-Image-7.jpg	000000009	success	null	541	598	541	598	{}	5497681bfadb65b7d33407f808cb56241317e34d4fdff06d3ca647fc4a22eab2
https://www.seahorsepool…pool-400x250.jpg	000000077	success	null	400	250	400	250	{}	3e59c7f4c89f08bd5556d86cdda8daebb3eb608d1f782a39badaf30f39c1569a
https://www.learnalongwi…er-1024x1024.jpg	000000049	success	null	1,024	1,024	1,024	1,024	{}	7c100e54718ee506ad386b64a5721bed4324cce67ac18d1e46f416e2bcd33429
https://static1.iclipart…ZLT03138_tnb.png	000000088	failed_to_download	<urlopen error [Errno 104] Connection reset by peer>	null	null	null	null	null	null
http://olhscurrent.org/wp-content/uploads/2019/11/IMG_2636-475x300.jpeg	000000039	failed_to_download	HTTP Error 404: Not Found	null	null	null	null	null	null
https://cdn.shopify.com/…peg?v=1616843002	000000086	success	null	590	590	590	590	{"Image Orientation": "Horizontal (normal)", "Image XResolution": "96", "Image YResolution": "96", "Image ResolutionUnit": "Pixels/Inch", "Image YCbCrPositioning": "Centered", "Image ExifOffset": "102", "EXIF ExifVersion": "", "EXIF ComponentsConfiguration": "", "EXIF FlashPixVersion": "", "EXIF ColorSpace": "Uncalibrated", "EXIF ExifImageWidth": "590", "EXIF ExifImageLength": "590"}	bdb88287a58be97dbdc9f55bda214a8cf59748f920bcc2f24a07e9284024fb71
https://welaughwecryweco….jpg?w=372&h=279	000000030	success	null	372	279	372	279	{}	9c66c60ac006b189b3cea4409b1499fc743f571496459467afc85ee2fa074868
https://cal.msu.edu/wp-c…_10-791x1024.jpg	000000003	success	null	791	1,024	791	1,024	{}	8821acdd2ee92e257be3e93b56dfa5306dfd75481ce7cee1d119b79dc66ef72b
https://static.en-gb.new…bd231a7c90b8.jpg	000000058	failed_to_download	<urlopen error [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: Hostname mismatch, certificate is not valid for 'static.en-gb.newstimes.top'. (_ssl.c:1131)>	null	null	null	null	null	null
https://cdn.xl.thumbs.ca…_csp57840298.jpg	000000082	failed_to_download	HTTP Error 404:	null	null	null	null	null	null
https://freshmommyblog.c…nd-teen-girl.jpg	000000000	success	null	736	1,050	736	1,050	{}	9fbb1a683c3d9c15be51cb57d28b72e274a1faa2ac1a5940e59b1f12eabe3c9f
https://www.ornatopia.co…6194-300x200.jpg	000000089	failed_to_download	<urlopen error [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: Hostname mismatch, certificate is not valid for 'www.ornatopia.com'. (_ssl.c:1131)>	null	null	null	null	null	null
https://assets.glassesdi…yehealth-mob.jpg	000000078	success	null	1,280	600	1,280	600	{}	34484f6b7d022883e78a60dff292b4637e92216541f1072ca5f553108bec94b5
https://www.ourhomemadee…-Calendar-12.jpg	000000014	success	null	1,600	1,070	1,600	1,070	{}	eb7b30e974bd12f7b3de00f804b0de4a8c538f1fedd16e1547987cabab9e1193
https://www.tori.ng/user…4/dedication.jpg	000000006	success	null	598	359	598	359	{}	c936671c46e007605f53bb5df7dad1b759a5b3b0b4d203695738826e7e6d753f
https://whyy.org/wp-cont…75-2-768x512.jpg	000000069	success	null	768	512	768	512	{}	f1a8976b4d100d77325cf0412e8ee2b50c0b9649183f7a0db8d478ebe58499c1
https://static.vecteezy.…k-free-photo.jpg	000000098	success	null	301	200	301	200	{}	a58acf18d87fd7bdbeac46a9ebd7819cccd33a916beb4b17bd860d34c5e3e67f
https://i.dawn.com/prima…0d3eb960eab3.png	000000034	success	null	800	480	800	480	{}	68ab2dcdf4dcb50c48d279eef14027c7ba255cf86c2bfc1304d900e7c3ad313c
https://img-aws.ehowcdn.…4/3/78033118.jpg	000000094	success	null	560	560	560	560	{}	2353b84d07ee48a37f4e9d56091328a1a7b4c7299a7eaf72793bd3a2af24f7f1
https://fontfolly.files.….png?w=300&h=224	000000031	success	null	300	224	300	224	{}	dfafd36f7d688783cc260be44eee24b14a2cb94f399b057e2f26ba215230351d
https://media.gettyimages.com/videos/new-york-city-official-talks-about-how-this-project-has-been-going-on-video-id604582812?s=640x640	000000101	success	null	640	360	640	360	{"Image ImageDescription": "WPIX: New York City official talks about how this project has been going on since the 1970s and it did not see any growth until Donald Trump stepped in. Bronx Borough President Ruben Diaz Jr. also thanks Trump for investing in the Bronx.\n\nTrump Ferry Point Golf Course Opening at Trump Golf Links Ferry Point on May 26, 2015 in New York City.", "Image XResolution": "300", "Image YResolution": "300"}	24294403cc78c2a504059c880d369029c0c4dff47c12ea9825a998cdd65c3a17
https://ae01.alicdn.com/….jpg_220x220.jpg	000000110	success	null	220	220	220	220	{}	46bc34a5869218a78efc567779296c0de6d36150dab11e42a92025f27cc3147b
https://sphinxreview.co.…2020/DANCING.png	000000037	success	null	200	300	200	300	{}	6a018f14eb70d2efa771a2240a6ec6156fb2a125f677543730fb2ec5f7e0d32d
https://www.british-busi…-002-300x200.jpg	000000066	success	null	300	200	300	200	{}	3c8b4f55904c93d57d49c83cf0531610945d491031d469425b8d4d43ff335913
https://passthemicyouth.…ic-1-300x300.jpg	000000091	success	null	300	300	300	300	{}	f2946001be5a9c92c146ae355bf9e0a346270c4b48bbcfac22273d4161cd7bf5
https://cityofwinterpark…mbs_CWP_6037.JPG	000000011	failed_to_download	HTTP Error 403: Forbidden	null	null	null	null	null	null
http://i-marbella.com/files/Upload/Article/6588-image-839.png	000000080	success	null	431	423	431	423	{}	de4815e58eb42050837f788a967771ec0440c38e5092bf7847c0a0dd4253e39c
https://cristijenkins.fi….jpg?w=300&h=225	000000068	success	null	300	225	300	225	{}	9b8f244cbfde24ffb0d10b8934bbf8f817de43cb446e626d6be00bdd9899727f
https://static.straitsti…stamp=1471941012	000000117	failed_to_download	<urlopen error [Errno 104] Connection reset by peer>	null	null	null	null	null	null
https://www.gannett-cdn.…t=pjpg&auto=webp	000000090	failed_to_download	HTTP Error 903: Forbidden	null	null	null	null	null	null
https://t4.ftcdn.net/jpg…ilBvkyjN1Fnj.jpg	000000105	failed_to_download	HTTP Error 403: Forbidden	null	null	null	null	null	null
https://www.portugalvine…8fcab536c8af32bf	000000079	success	null	550	299	550	299	{}	bfe6ee4803d4753e5487432196642feac8d25a91256fe538a53f0414d358116d
https://media.gettyimages.com/videos/melissa-leo-at-the-ifps-21st-annual-gotham-independent-film-awards-video-id134417438?s=640x640	000000109	success	null	640	360	640	360	{"Image ImageDescription": "Melissa Leo at the IFP's 21st Annual Gotham Independent Film Awards - Red Carpet at New York NY. (Footage by WireImage Video/Getty Images Entertainment Video)", "Image Copyright": "2011 Getty Images", "Image XResolution": "300", "Image YResolution": "300"}	0bc194c3e0dbba7a58a477d2055ab8cd6d59b91763e3c0a67704fce2e28106f3
https://mars.nasa.gov/ms…2NCAM00594M_.JPG	000000095	success	null	1,024	512	1,024	512	{}	55c5bd30a262fb3100a28c360761e6d5492b64d2775663a820816cc3873502a2
http://www.puntaweb.com/propiedades/imgs/A1662/images/A1662_59.jpg	000000118	success	null	600	450	600	450	{}	32d230b44ef684867f030672cf13485d62e97d229014ea97fc6d025bf94571d0
https://www.goodnessme-n…tox-1-scaled.jpg	000000063	success	null	2,560	2,090	2,560	2,090	{}	09c1d0307da116a4a37f5f4829fc506be1fd6294a0024ecb33310a7c83705a83
https://us.123rf.com/450…autifu.jpg?ver=6	000000119	success	null	450	300	450	300	{}	507efeb950c8873d6973cb137b0f7db342eb3c5000c1b6408dfd83639d16cad1
https://cdn.prod-carehub…-a-spoon-1X1.jpg	000000104	success	null	2,592	2,592	2,592	2,592	{}	144f236b37ff93ee3fb44792be57085c6c0d9a2a9cd9aa7bcc664bd99b4c1943
https://www.nydailynews.…NFSJFLXQNBNU.jpg	000000019	failed_to_download	HTTP Error 404: Not Found	null	null	null	null	null	null
https://i0.wp.com/thisis…=300%2C300&ssl=1	000000113	failed_to_download	HTTP Error 404: Not Found	null	null	null	null	null	null
https://static.wixstatic…6208835a~mv2.jpg	000000120	success	null	457	343	457	343	{"Image Orientation": "Horizontal (normal)", "Image XResolution": "72", "Image YResolution": "72", "Image ResolutionUnit": "Pixels/Inch", "Image YCbCrPositioning": "Centered", "Image ExifOffset": "102", "EXIF ExifVersion": "", "EXIF ComponentsConfiguration": "", "EXIF FlashPixVersion": "", "EXIF ColorSpace": "Uncalibrated", "EXIF ExifImageWidth": "457", "EXIF ExifImageLength": "343"}	b12d4a19b61976e0c3c58c35d76db3a026bd2ba2dcf5527e20e5dfde3d11efe7
https://us.123rf.com/450…-drink.jpg?ver=6	000000124	success	null	450	300	450	300	{}	6fb700ce71ac02b2a311f6fcd698d622c73c29501a2e03fa7a02e2847d46fd2c
https://images.slideplay…des/slide_20.jpg	000000013	success	null	960	720	960	720	{}	a113e821c8efa34b21a7779ed8d9eafbb5335c2c1bfc73c4f4ebc7154aed605f
https://vidcdn.123rf.com…ton190700097.jpg	000000127	success	null	450	252	450	252	{}	9520880fb121a4a823d4f597be84fbe5be06fb0500661759f9e529dee0a2acaf
https://acdc.amherst.edu/api/object/asc:876315/MEDIUM_SIZE	000000114	failed_to_download	HTTP Error 404: Not Found	null	null	null	null	null	null
https://techauntie.com/w…rket-890x530.jpg	000000122	success	null	890	530	890	530	{}	9e0db530ea96efc7620f29f1c4c1c1292524542e75b7fbe8bd36193665bde4f9
https://imgix.bustle.com…ess&cs=srgb&q=70	000000100	success	null	960	540	960	540	{}	ce994d276f5de85ec347a2d8c9730860d96bb9dea2f1e7077b61174f05b19b25
https://img.freepik.com/…size=626&ext=jpg	000000132	failed_to_download	Use of image disallowed by X-Robots-Tag directive	null	null	null	null	null	null
https://www.feba.org.uk/images/2a61a7e1-e84b-4938-a358-d578a57dafc3/cropped?width=600&height=254	000000133	success	null	600	254	600	254	{}	ce346195a3b616fb4cd520ef8032ad91deef4c08b6edc7074c019b0b8e85fd77
https://rbclarion.com/wp…/008-475x300.jpg	000000102	failed_to_download	HTTP Error 404: Not Found	null	null	null	null	null	null
https://images2.publicsc…chart-CzbkYZ.png	000000130	failed_to_download	HTTP Error 404: Not Found	null	null	null	null	null	null
https://www.tastesoflizz…461_edited-2.jpg	000000139	failed_to_download	HTTP Error 403: Forbidden	null	null	null	null	null	null
https://www.made-from-sc…12-2-360x360.jpg	000000129	success	null	360	360	360	360	{}	ee2c3a1b9b5317e084b8c616f6ba0c31745684efb380a8a495fc5e191ce87c2c
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FG-CLIP: Fine-Grained Visual and Textual Alignment

FG-CLIP: Fine-Grained Visual and Textual Alignment
Chunyu Xie*, Bin Wang*, Fanjing Kong, Jincheng Li, Dawei Liang, Gengshen Zhang, Dawei Leng†, Yuhui Yin(*Equal Contribution, ✝Corresponding Author)

Model Framework

FG-CLIP’s training proceeds in two stages: the first stage leverages global-level caption-image pairs to achieve initial fine-grained alignment, while the second stage supplements these with additional region-level captions, including detailed region captions and positive/negative region descriptions to further refine the alignment.

Data Preparation

To run the training code for FG-CLIP, please follow the following step.

Step 1: Download the model

Download the FG-CLIP model from this link. 🤗Vit-L@336px or Download the OpenAI CLIP model from this link. 🤗Vit-L@336px

Step 2: Prepare FgGRN-12M (Fine-Grained visual Grounding+Recaption+Negative) Dataset

First, pull the dataset from the following link. 🤗FgGRN-12M，After downloading, unzip all compressed files, you will obtain the following file structure:

FgGRN-12M
├── url2key_jsons
|   ├── url2key_coyo_image_0.json
|   ├── ...
│   ├── url2key_coyo_image_20.json
├── jsonfiles
|   ├── 2024-12-06_18-32-53_results_10_218_126_44_1025.json
│   ├── 2024-12-06_18-33-17_results_llama70b-shcdt-h100-4gpus-no-2.json
│   ├──...
├── coyo_image_0
|   ├── 00000.parquet
│   ├── 00001.parquet
│   ├── ...
│   ├── 00099.parquet
├── coyo_image_1
|   ├── 00000.parquet
│   ├── 00001.parquet
│   ├── ...
│   ├── 00099.parquet
├── ...
├── coyo_image_20
|   ├── 00000.parquet
│   ├── 00001.parquet
│   ├── ...
│   ├── 00050.parquet
├── ...

Subsequently, you need to install the img2dataset package. You can do this by running the following command:

pip install img2dataset

Set the file_in parameter in the script (data/get_data.sh) according to the download path of the data, and also set the directory where you expect to save the files (pre_dir, dir_save). Subsequently, execute the following commands.

bash data/get_data.sh

Due to the randomness in downloading, the image names corresponding to the URLs do not match the names of the images we are using. Therefore, a conversion is needed. This step requires using the url2key_jsons/*.json file included in the FgGRN-12M dataset. Also, you can use the files in url2key_jsons/*.json to check the download links of all the images we used.

python -m data.convert_image_name \
    --url2key_json FgGRN-12M/url2key_jsons \
    --down_file_root data/down-grit-12m/ \
    --num_parent_folders 21 \
    --num_subfolders_per_parent 100 \
    --resave_file_root data/grit-12m/ \

rm -r data/down-grit-12m/

FG-CLIP
├── ...
├── FgGRN-12M
|   ├── jsonfiles
|   |   ├── 2024-12-06_18-32-53_results_10_218_126_44_1025.json
|   |   ├── 2024-12-06_18-33-17_results_llama70b-shcdt-h100-4gpus-no-2.json
|   |   ├──...
|   ├── ...
├── data
|   ├── grit-12m
|   |   ├── coyo_image_0
|   |   |   ├──00000
|   |   |   ├──00001
|   |   |   ├──...
|   |   |   ├──00099
|   |   ├── coyo_image_1
|   |   |   ├──00000
|   |   |   ├──00001
|   |   |   ├──...
|   |   |   ├──00099
|   |   ├── ...
|   |   ├── coyo_image_20
|   |   |   ├──00000
|   |   |   ├──00001
|   |   |   ├──...
|   |   |   ├──00050
├── ...

Citation

If you find FgGRN-12M useful for your research and applications, please cite using this BibTeX:

@article{xie2025fgclip,
      title={FG-CLIP: Fine-Grained Visual and Textual Alignment}, 
      author={Chunyu Xie and Bin Wang and Fanjing Kong and Jincheng Li and Dawei Liang and Gengshen Zhang and Dawei Leng and Yuhui Yin},
      year={2025},
      eprint={2505.05071},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2505.05071}, 
}

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