| { |
| "methods": [ |
| { |
| "label": "Qwen-init", |
| "checkpoint": "/inspire/hdd/global_user/liuxiaotong-253108540242/yanggang/lihao/lh/or/MLLM-SEG/outputs/fair_7b_onepass6_stamp4_e2_v2/onepass7b/onepass_qwen7b.pt", |
| "rows_csv": "/inspire/hdd/global_user/liuxiaotong-253108540242/yanggang/lihao/lh/or/MLLM-SEG/outputs/fair_7b_onepass6_stamp4_e2_v2/onepass7b_eval_val/onepass7b_eval_rows.csv", |
| "initialization": "base_qwen2_vl_without_stamp_weights", |
| "use_seg_grounding": false, |
| "seg_fusion_alpha": 0.0, |
| "selected_inference_seconds": 11.155093079432845 |
| }, |
| { |
| "label": "STAMP-LoRA-init", |
| "checkpoint": "/inspire/hdd/global_user/liuxiaotong-253108540242/yanggang/lihao/lh/or/MLLM-SEG/outputs/onepass7b_stamp_lora_warmstart_e2/onepass_qwen7b.pt", |
| "rows_csv": "/inspire/hdd/global_user/liuxiaotong-253108540242/yanggang/lihao/lh/or/MLLM-SEG/outputs/onepass7b_stamp_lora_warmstart_e2_eval_val/onepass7b_eval_rows.csv", |
| "initialization": "stamp_7b_lora_warm_start", |
| "use_seg_grounding": false, |
| "seg_fusion_alpha": 0.0, |
| "selected_inference_seconds": 7.2885101940482855 |
| }, |
| { |
| "label": "SEG-grounding", |
| "checkpoint": "/inspire/hdd/global_user/liuxiaotong-253108540242/yanggang/lihao/lh/or/MLLM-SEG/outputs/onepass7b_stamp_lora_seg_grounding_e2/onepass_qwen7b.pt", |
| "rows_csv": "/inspire/hdd/global_user/liuxiaotong-253108540242/yanggang/lihao/lh/or/MLLM-SEG/outputs/onepass7b_seg_grounding_eval_val/onepass7b_eval_rows.csv", |
| "initialization": "onepass_checkpoint_seg_grounding_finetune", |
| "use_seg_grounding": true, |
| "seg_fusion_alpha": -0.001273852656595409, |
| "selected_inference_seconds": 7.553720632568002 |
| } |
| ], |
| "distribution": { |
| "common_samples": 4896, |
| "runs": [ |
| { |
| "label": "Qwen-init", |
| "mean_sample_iou": 0.5861785892137817, |
| "iou_below_0.5_fraction": 0.27879901960784315, |
| "iou_above_0.75_fraction": 0.2992238562091503 |
| }, |
| { |
| "label": "STAMP-LoRA-init", |
| "mean_sample_iou": 0.5856717786875781, |
| "iou_below_0.5_fraction": 0.28431372549019607, |
| "iou_above_0.75_fraction": 0.3059640522875817 |
| }, |
| { |
| "label": "SEG-grounding", |
| "mean_sample_iou": 0.5899042908731187, |
| "iou_below_0.5_fraction": 0.27124183006535946, |
| "iou_above_0.75_fraction": 0.3165849673202614 |
| } |
| ], |
| "pairwise": [ |
| { |
| "comparison": "STAMP-LoRA-init - Qwen-init", |
| "mean_delta_iou": -0.0005068105262035741, |
| "improved_by_more_than_0.01_fraction": 0.3547794117647059, |
| "regressed_by_more_than_0.01_fraction": 0.3396650326797386, |
| "nearly_unchanged_fraction": 0.3055555555555556 |
| }, |
| { |
| "comparison": "SEG-grounding - STAMP-LoRA-init", |
| "mean_delta_iou": 0.0042325121855405715, |
| "improved_by_more_than_0.01_fraction": 0.29064542483660133, |
| "regressed_by_more_than_0.01_fraction": 0.19709967320261437, |
| "nearly_unchanged_fraction": 0.5122549019607843 |
| } |
| ] |
| }, |
| "selected_cases": [ |
| { |
| "index": 118, |
| "category": "all_methods_fail", |
| "instruction": "Please segment the object this sentence describes: \"a black motor bike with two head lights\".", |
| "ious": { |
| "Qwen-init": 0.0, |
| "STAMP-LoRA-init": 0.0, |
| "SEG-grounding": 0.0 |
| } |
| }, |
| { |
| "index": 121, |
| "category": "all_methods_fail", |
| "instruction": "Please segment the object this sentence describes: \"the chair behind the guy wearing the stripes\".", |
| "ious": { |
| "Qwen-init": 0.0, |
| "STAMP-LoRA-init": 0.4044166946027489, |
| "SEG-grounding": 0.43144398837799197 |
| } |
| }, |
| { |
| "index": 3163, |
| "category": "stamp_lora_gain", |
| "instruction": "Please segment the object this sentence describes: \"a woman in an apron and uniform holding two pots\".", |
| "ious": { |
| "Qwen-init": 0.0004290519667742157, |
| "STAMP-LoRA-init": 0.6620860738008585, |
| "SEG-grounding": 0.0 |
| } |
| }, |
| { |
| "index": 1045, |
| "category": "stamp_lora_gain", |
| "instruction": "Please segment the object this sentence describes: \"red sox baseball player posing for picture with right hand on end of bat that is to his right side\".", |
| "ious": { |
| "Qwen-init": 0.8401373877657687, |
| "STAMP-LoRA-init": 0.837453531598513, |
| "SEG-grounding": 0.8371484389398798 |
| } |
| }, |
| { |
| "index": 808, |
| "category": "seg_grounding_gain", |
| "instruction": "Please segment the object this sentence describes: \"a asian woman wholding her hand to her face\".", |
| "ious": { |
| "Qwen-init": 0.0, |
| "STAMP-LoRA-init": 0.0, |
| "SEG-grounding": 0.0 |
| } |
| }, |
| { |
| "index": 3822, |
| "category": "seg_grounding_gain", |
| "instruction": "Please segment the object this sentence describes: \"a cow statue with two other cows standing on its back\".", |
| "ious": { |
| "Qwen-init": 0.005878735702865576, |
| "STAMP-LoRA-init": 0.004945503433043646, |
| "SEG-grounding": 0.018551152600495332 |
| } |
| }, |
| { |
| "index": 1641, |
| "category": "seg_grounding_regression", |
| "instruction": "Please segment the object this sentence describes: \"monitor closer to the mouse\".", |
| "ious": { |
| "Qwen-init": 0.0, |
| "STAMP-LoRA-init": 0.0, |
| "SEG-grounding": 0.0 |
| } |
| }, |
| { |
| "index": 2162, |
| "category": "seg_grounding_regression", |
| "instruction": "Please segment the object this sentence describes: \"there is a grey colored sofa chair in front of three people\".", |
| "ious": { |
| "Qwen-init": 0.7193003052359709, |
| "STAMP-LoRA-init": 0.8150576082638061, |
| "SEG-grounding": 0.6546229181652188 |
| } |
| }, |
| { |
| "index": 105, |
| "category": "largest_method_disagreement", |
| "instruction": "Please segment the object this sentence describes: \"back image of a woman in a green shirt\".", |
| "ious": { |
| "Qwen-init": 0.0010589775446730094, |
| "STAMP-LoRA-init": 0.0006794162053346754, |
| "SEG-grounding": 0.0006869800524450625 |
| } |
| }, |
| { |
| "index": 1021, |
| "category": "largest_method_disagreement", |
| "instruction": "Please segment the object this sentence describes: \"german shephard dog sleeping\".", |
| "ious": { |
| "Qwen-init": 0.8497363796133568, |
| "STAMP-LoRA-init": 0.8622080375998349, |
| "SEG-grounding": 0.8624919098959731 |
| } |
| }, |
| { |
| "index": 3778, |
| "category": "all_methods_succeed", |
| "instruction": "Please segment the object this sentence describes: \"the pizza that is closer to the camera than the other . it is in front of the glasses and the water\".", |
| "ious": { |
| "Qwen-init": 0.95012587968157, |
| "STAMP-LoRA-init": 0.9503128588754253, |
| "SEG-grounding": 0.935734395750332 |
| } |
| }, |
| { |
| "index": 754, |
| "category": "all_methods_succeed", |
| "instruction": "Please segment the object this sentence describes: \"chocolate in a white mug\".", |
| "ious": { |
| "Qwen-init": 0.8922919149643838, |
| "STAMP-LoRA-init": 0.8976021463305572, |
| "SEG-grounding": 0.8803074262121297 |
| } |
| } |
| ], |
| "legend": { |
| "green": "true positive", |
| "red": "false positive / over-segmentation", |
| "blue": "false negative / under-segmentation" |
| } |
| } |
