| { |
| "dataset_csv": "/dgx1data/radiology/chens/m317862/Project/BreastTumor/data/dual_grounding_baselines/sam3_finetune/sam3_buscot_dataset.csv", |
| "protocol": "all_public_indomain", |
| "heldout_dataset": null, |
| "train_datasets": [ |
| "BUSCoT" |
| ], |
| "test_dataset": null, |
| "output_dir": "/dgx1data/radiology/chens/m317862/Project/BreastTumor/outputs/dual_grounding_baselines/sam3_lora_text", |
| "sam3_checkpoint": "/dgx1data/radiology/chens/m317862/Model/sam3/sam3.pt", |
| "encoder": "sam3", |
| "encoder_trainable": "lora", |
| "decoder": "sam3_native", |
| "prompt_type": "semantic_text", |
| "prompt_text": "breast lesion", |
| "lora_rank": 8, |
| "lora_alpha": 16.0, |
| "no_train_native_head": false, |
| "image_size": 512, |
| "epochs": 50, |
| "patience": 10, |
| "batch_size": 2, |
| "lr": 0.0001, |
| "encoder_lr": 1e-05, |
| "weight_decay": 0.0001, |
| "num_workers": 4, |
| "use_amp": true, |
| "seed": 42, |
| "resume": false, |
| "debug": false, |
| "max_train_samples": null, |
| "max_val_samples": null, |
| "max_test_samples": null, |
| "bootstrap_resamples": 2000, |
| "val_datasets": [ |
| "BUSCoT" |
| ], |
| "test_datasets": [ |
| "BUSCoT" |
| ], |
| "n_train": 3687, |
| "n_val": 651, |
| "n_test": 825, |
| "loss": "BCEWithLogitsLoss + DiceLoss", |
| "augmentation": "hflip, small rotation, brightness/contrast jitter", |
| "checkpoint_path": "/dgx1data/radiology/chens/m317862/Model/sam3/sam3.pt", |
| "prompt_note": "Main decoder comparison should use prompt_type=none for all runs. Prompt-based sam3_native runs are reference baselines only.", |
| "prompt_purpose": "semantic lesion localization, not OCR/text segmentation", |
| "train_native_head": true |
| } |