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gyuyig-tsugdri-binary-script-classifier

Image Classification
Transformers
Tibetan
tibetan
script-classification
dinov3
binary
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 Community
gyuyig-tsugdri-binary-script-classifier
File size: 2,293 Bytes
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{
  "repo_id": "BDRC/gyuyig-tsugdri-binary-script-classifier",
  "train_dataset_id": "BDRC/gyuyig-tsugdri-binary-balanced-script-classification-dataset",
  "warmstart_repo": "BDRC/4-class-balanced-script-classifier",
  "task": "gyuyig_tsugdri_binary_classification",
  "experiment": "dinov3_gyuyig_tsugdri_binary",
  "classes": [
    "Gyuyig",
    "Tsugdri"
  ],
  "pooling": "cls_token",
  "preprocess": {
    "train": "center_crop",
    "val": "center_crop",
    "test": "center_crop",
    "size": 224
  },
  "warmstart": {
    "warmstart_repo": "BDRC/4-class-balanced-script-classifier",
    "warmstart_checkpoint": null,
    "warmstart_checkpoint_file": "final_model.pt",
    "checkpoint_test_metrics": {
      "loss": 0.42663901050885517,
      "accuracy": 0.9208333333333333,
      "macro_f1": 0.9208489161207983,
      "weighted_f1": 0.9208489161207983
    },
    "warmstart_pooling": "cls_token"
  },
  "training_config": {
    "lr_head_a": 0.0005,
    "lr_backbone_b": 1e-05,
    "lr_head_b": 0.0001,
    "lr_backbone_c": 1.5e-05,
    "lr_head_c": 5e-05,
    "epochs_a": 7,
    "epochs_b": 10,
    "epochs_c": 12,
    "unfreeze_blocks_b": 4,
    "unfreeze_blocks_c": 8,
    "skip_stage_c": false,
    "scheduler": "cosine_warmup",
    "warmup_epochs_a": 0,
    "warmup_epochs_b": 1,
    "warmup_epochs_c": 1,
    "warmup_start_factor": 0.01,
    "min_lr_ratio": 0.01,
    "weight_decay": 0.02,
    "grad_clip_norm": 1.0,
    "class_weight_mode": "custom",
    "class_weights": [
      1.0,
      1.0
    ],
    "label_smoothing": 0.05,
    "dropout": 0.1,
    "early_stop_patience": 6,
    "early_stop_min_delta": 0.001,
    "resolved_class_weights": [
      1.0,
      1.0
    ],
    "pooling": "cls_token",
    "lambda_consistency": 0.0,
    "flip_op": "rot180"
  },
  "best_checkpoint": {
    "path": "best_stage_c_last_blocks.pt",
    "epoch": 1,
    "val_macro_f1": 0.9164578111946533
  },
  "val_metrics": {
    "loss": 0.3914561231931051,
    "accuracy": 0.9166666666666666,
    "macro_f1": 0.9164578111946533,
    "weighted_f1": 0.9164578111946533,
    "auc_roc": 0.9311111111111111
  },
  "test_metrics": {
    "loss": 0.40474860469500223,
    "accuracy": 0.85,
    "macro_f1": 0.847930160518164,
    "weighted_f1": 0.847930160518164,
    "auc_roc": 0.9297222222222223
  }
}