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README.md

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+
+---
+tags:
+- autotrain
+- object-detection
+- vision
+widget:
+- src: https://huggingface.co/datasets/mishig/sample_images/resolve/main/tiger.jpg
+  example_title: Tiger
+- src: https://huggingface.co/datasets/mishig/sample_images/resolve/main/teapot.jpg
+  example_title: Teapot
+- src: https://huggingface.co/datasets/mishig/sample_images/resolve/main/palace.jpg
+  example_title: Palace
+datasets:
+- cppe-5
+---
+
+# Model Trained Using AutoTrain
+
+- Problem type: Object Detection
+
+## Validation Metrics
+loss: 0.8912756443023682
+
+map: 0.4887
+
+map_50: 0.8353
+
+map_75: 0.473
+
+map_small: 0.4091
+
+map_medium: 0.3492
+
+map_large: 0.679
+
+mar_1: 0.3601
+
+mar_10: 0.6056
+
+mar_100: 0.6186
+
+mar_small: 0.4686
+
+mar_medium: 0.4922
+
+mar_large: 0.7882
+
+map_Coverall: 0.7
+
+mar_100_Coverall: 0.7689
+
+map_Face_Shield: 0.5987
+
+mar_100_Face_Shield: 0.7294
+
+map_Gloves: 0.3918
+
+mar_100_Gloves: 0.523
+
+map_Goggles: 0.3115
+
+mar_100_Goggles: 0.5312
+
+map_Mask: 0.4418
+
+mar_100_Mask: 0.5404

checkpoint-12125/config.json

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+{
+  "_name_or_path": "facebook/detr-resnet-50",
+  "activation_dropout": 0.0,
+  "activation_function": "relu",
+  "architectures": [
+    "DetrForObjectDetection"
+  ],
+  "attention_dropout": 0.0,
+  "auxiliary_loss": false,
+  "backbone": "resnet50",
+  "backbone_config": null,
+  "backbone_kwargs": null,
+  "bbox_cost": 5,
+  "bbox_loss_coefficient": 5,
+  "class_cost": 1,
+  "classifier_dropout": 0.0,
+  "d_model": 256,
+  "decoder_attention_heads": 8,
+  "decoder_ffn_dim": 2048,
+  "decoder_layerdrop": 0.0,
+  "decoder_layers": 6,
+  "dice_loss_coefficient": 1,
+  "dilation": false,
+  "dropout": 0.1,
+  "encoder_attention_heads": 8,
+  "encoder_ffn_dim": 2048,
+  "encoder_layerdrop": 0.0,
+  "encoder_layers": 6,
+  "eos_coefficient": 0.1,
+  "giou_cost": 2,
+  "giou_loss_coefficient": 2,
+  "id2label": {
+    "0": "Coverall",
+    "1": "Face_Shield",
+    "2": "Gloves",
+    "3": "Goggles",
+    "4": "Mask"
+  },
+  "init_std": 0.02,
+  "init_xavier_std": 1.0,
+  "is_encoder_decoder": true,
+  "label2id": {
+    "Coverall": 0,
+    "Face_Shield": 1,
+    "Gloves": 2,
+    "Goggles": 3,
+    "Mask": 4
+  },
+  "mask_loss_coefficient": 1,
+  "max_position_embeddings": 1024,
+  "model_type": "detr",
+  "num_channels": 3,
+  "num_hidden_layers": 6,
+  "num_queries": 100,
+  "position_embedding_type": "sine",
+  "scale_embedding": false,
+  "torch_dtype": "float32",
+  "transformers_version": "4.40.1",
+  "use_pretrained_backbone": true,
+  "use_timm_backbone": true
+}

checkpoint-12125/model.safetensors

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checkpoint-12125/preprocessor_config.json

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+{
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+    "annotations",
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+    "masks_path",
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+  "format": "coco_detection",
+  "image_mean": [
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+  "image_processor_type": "DetrImageProcessor",
+  "image_std": [
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+    0.224,
+    0.225
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+  "resample": 2,
+  "rescale_factor": 0.00392156862745098,
+  "size": {
+    "longest_edge": 600
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+}

checkpoint-12125/rng_state.pth

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config.json

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+  "_name_or_path": "facebook/detr-resnet-50",
+  "activation_dropout": 0.0,
+  "activation_function": "relu",
+  "architectures": [
+    "DetrForObjectDetection"
+  ],
+  "attention_dropout": 0.0,
+  "auxiliary_loss": false,
+  "backbone": "resnet50",
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+  "backbone_kwargs": null,
+  "bbox_cost": 5,
+  "bbox_loss_coefficient": 5,
+  "class_cost": 1,
+  "classifier_dropout": 0.0,
+  "d_model": 256,
+  "decoder_attention_heads": 8,
+  "decoder_ffn_dim": 2048,
+  "decoder_layerdrop": 0.0,
+  "decoder_layers": 6,
+  "dice_loss_coefficient": 1,
+  "dilation": false,
+  "dropout": 0.1,
+  "encoder_attention_heads": 8,
+  "encoder_ffn_dim": 2048,
+  "encoder_layerdrop": 0.0,
+  "encoder_layers": 6,
+  "eos_coefficient": 0.1,
+  "giou_cost": 2,
+  "giou_loss_coefficient": 2,
+  "id2label": {
+    "0": "Coverall",
+    "1": "Face_Shield",
+    "2": "Gloves",
+    "3": "Goggles",
+    "4": "Mask"
+  },
+  "init_std": 0.02,
+  "init_xavier_std": 1.0,
+  "is_encoder_decoder": true,
+  "label2id": {
+    "Coverall": 0,
+    "Face_Shield": 1,
+    "Gloves": 2,
+    "Goggles": 3,
+    "Mask": 4
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+  "mask_loss_coefficient": 1,
+  "max_position_embeddings": 1024,
+  "model_type": "detr",
+  "num_channels": 3,
+  "num_hidden_layers": 6,
+  "num_queries": 100,
+  "position_embedding_type": "sine",
+  "scale_embedding": false,
+  "torch_dtype": "float32",
+  "transformers_version": "4.40.1",
+  "use_pretrained_backbone": true,
+  "use_timm_backbone": true
+}

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preprocessor_config.json

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+    "masks_path",
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+    "size",
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training_params.json

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+    "data_path": "cppe-5",
+    "model": "facebook/detr-resnet-50",
+    "username": "abhishek",
+    "lr": 5e-05,
+    "epochs": 100,
+    "batch_size": 8,
+    "warmup_ratio": 0.1,
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+    "optimizer": "adamw_torch",
+    "scheduler": "linear",
+    "weight_decay": 0.0001,
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+    "seed": 42,
+    "train_split": "train",
+    "valid_split": "test",
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+    "project_name": "autotrain-obj-det-cppe5-1",
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+    "mixed_precision": "fp16",
+    "save_total_limit": 1,
+    "push_to_hub": true,
+    "evaluation_strategy": "epoch",
+    "image_column": "image",
+    "objects_column": "objects",
+    "log": "tensorboard",
+    "image_square_size": 600,
+    "early_stopping_patience": 50,
+    "early_stopping_threshold": 0.001
+}