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- README.md +52 -0
- checkpoint-144129/config.json +73 -0
- checkpoint-144129/model.safetensors +3 -0
- checkpoint-144129/optimizer.pt +3 -0
- checkpoint-144129/preprocessor_config.json +26 -0
- checkpoint-144129/rng_state.pth +3 -0
- checkpoint-144129/scheduler.pt +3 -0
- checkpoint-144129/trainer_state.json +0 -0
- checkpoint-144129/training_args.bin +3 -0
- checkpoint-144450/config.json +73 -0
- checkpoint-144450/model.safetensors +3 -0
- checkpoint-144450/optimizer.pt +3 -0
- checkpoint-144450/preprocessor_config.json +26 -0
- checkpoint-144450/rng_state.pth +3 -0
- checkpoint-144450/scheduler.pt +3 -0
- checkpoint-144450/trainer_state.json +0 -0
- checkpoint-144450/training_args.bin +3 -0
- checkpoint-144771/config.json +73 -0
- checkpoint-144771/model.safetensors +3 -0
- checkpoint-144771/optimizer.pt +3 -0
- checkpoint-144771/preprocessor_config.json +26 -0
- checkpoint-144771/rng_state.pth +3 -0
- checkpoint-144771/scheduler.pt +3 -0
- checkpoint-144771/trainer_state.json +0 -0
- checkpoint-144771/training_args.bin +3 -0
- checkpoint-145092/config.json +73 -0
- checkpoint-145092/model.safetensors +3 -0
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- checkpoint-145413/trainer_state.json +0 -0
- checkpoint-145413/training_args.bin +3 -0
- config.json +73 -0
- eval.txt +16 -0
- model.safetensors +3 -0
- preprocessor_config.json +26 -0
- runs/Jul01_18-08-16_tzuchichen/events.out.tfevents.1751364497.tzuchichen.466.0 +3 -0
- runs/Jul01_18-08-31_tzuchichen/events.out.tfevents.1751364511.tzuchichen.637.0 +3 -0
- runs/Jul01_18-08-44_tzuchichen/events.out.tfevents.1751364525.tzuchichen.807.0 +3 -0
- runs/Jul01_18-09-00_tzuchichen/events.out.tfevents.1751364541.tzuchichen.1107.0 +3 -0
- runs/Jul01_18-09-23_tzuchichen/events.out.tfevents.1751364564.tzuchichen.1376.0 +3 -0
README.md
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---
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library_name: transformers
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base_model: ARG-NCTU/detr-resnet-50-finetuned-600-epochs-TW-Marine-2cls-dataset
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tags:
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- generated_from_trainer
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model-index:
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- name: detr-resnet-50-finetuned-600-epochs-TW-Marine-5cls-dataset
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# detr-resnet-50-finetuned-600-epochs-TW-Marine-5cls-dataset
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This model is a fine-tuned version of [ARG-NCTU/detr-resnet-50-finetuned-600-epochs-TW-Marine-2cls-dataset](https://huggingface.co/ARG-NCTU/detr-resnet-50-finetuned-600-epochs-TW-Marine-2cls-dataset) on an unknown dataset.
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 1e-05
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- train_batch_size: 2
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- eval_batch_size: 8
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- seed: 42
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- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- num_epochs: 450
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### Training results
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### Framework versions
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- Transformers 4.46.3
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- Pytorch 2.4.1+cu121
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- Datasets 3.1.0
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- Tokenizers 0.20.3
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checkpoint-144129/config.json
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{
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"_name_or_path": "ARG-NCTU/detr-resnet-50-finetuned-600-epochs-TW-Marine-2cls-dataset",
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"activation_dropout": 0.0,
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"activation_function": "relu",
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"architectures": [
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],
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"attention_dropout": 0.0,
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"backbone": "resnet50",
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"bbox_cost": 5,
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"bbox_loss_coefficient": 5,
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"class_cost": 1,
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"classifier_dropout": 0.0,
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"d_model": 256,
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"decoder_attention_heads": 8,
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"decoder_ffn_dim": 2048,
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"decoder_layerdrop": 0.0,
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"decoder_layers": 6,
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"dice_loss_coefficient": 1,
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"dilation": false,
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"dropout": 0.1,
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"encoder_attention_heads": 8,
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"encoder_layers": 6,
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"eos_coefficient": 0.1,
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"giou_cost": 2,
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"giou_loss_coefficient": 2,
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"id2label": {
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"0": "Buoy",
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"1": "GuardBoat",
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"2": "RedBall",
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"3": "YellowBall",
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"4": "GreenBall"
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},
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"image_size": [
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480,
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],
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"init_std": 0.02,
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"init_xavier_std": 1.0,
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"is_encoder_decoder": true,
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"label2id": {
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"GreenBall": 4,
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"RedBall": 2,
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"YellowBall": 3
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},
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"mask_loss_coefficient": 1,
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"max_position_embeddings": 1024,
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"model_type": "detr",
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"num_channels": 3,
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"num_hidden_layers": 6,
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"num_queries": 100,
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"position_embedding_type": "sine",
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"scale_embedding": false,
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"torch_dtype": "float32",
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"transformers_version": "4.46.3",
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"use_pretrained_backbone": true,
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"use_timm_backbone": true
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}
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checkpoint-144129/model.safetensors
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checkpoint-144129/preprocessor_config.json
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checkpoint-144129/rng_state.pth
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checkpoint-144129/scheduler.pt
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checkpoint-144129/trainer_state.json
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checkpoint-144129/training_args.bin
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checkpoint-144450/config.json
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checkpoint-144450/model.safetensors
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checkpoint-144450/optimizer.pt
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checkpoint-144450/preprocessor_config.json
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eval.txt
ADDED
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Accumulating evaluation results...
|
2 |
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DONE (t=0.22s).
|
3 |
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IoU metric: bbox
|
4 |
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Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.403
|
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Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.709
|
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Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.395
|
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Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.375
|
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Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.476
|
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Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.489
|
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Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.493
|
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Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.496
|
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Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.505
|
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Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.474
|
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Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.520
|
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Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.617
|
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{'iou_bbox': {'AP-IoU=0.50:0.95-area=all-maxDets=100': 0.4028735201167772, 'AP-IoU=0.50-area=all-maxDets=100': 0.7090094189965144, 'AP-IoU=0.75-area=all-maxDets=100': 0.3949221782471761, 'AP-IoU=0.50:0.95-area=small-maxDets=100': 0.3750634155928973, 'AP-IoU=0.50:0.95-area=medium-maxDets=100': 0.4756552174248967, 'AP-IoU=0.50:0.95-area=large-maxDets=100': 0.4892177951531852, 'AR-IoU=0.50:0.95-area=all-maxDets=1': 0.49263410113784223, 'AR-IoU=0.50:0.95-area=all-maxDets=10': 0.49552525760042726, 'AR-IoU=0.50:0.95-area=all-maxDets=100': 0.5048381827704953, 'AR-IoU=0.50:0.95-area=small-maxDets=100': 0.47358878725814213, 'AR-IoU=0.50:0.95-area=medium-maxDets=100': 0.5195099370735028, 'AR-IoU=0.50:0.95-area=large-maxDets=100': 0.6165750915750915}}
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