Object Detection on MS COCO small objects (val)
65.3AP@0.5ACS-Learned
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ACS-LearnedModel=Qwen2.5-VL-7B, tau=0.52026.06 | 65.3 | 55.2 | |
| ACS-LearnedModel=Qwen2.5-VL-7B, tau=0.72026.06 | 64.9 | 54.7 | |
| ACS-LearnedModel=Qwen2.5-VL-7B, tau=1.02026.06 | 64 | 53 | |
| ACS-FreeModel=Qwen2.5-VL-7B, tau=0.52026.06 | 63.4 | 53.5 | |
| ACS-FreeModel=Qwen2.5-VL-7B, tau=0.72026.06 | 62.1 | 52.3 | |
| GreedyModel=Qwen2.5-VL-7B, tau=—2026.06 | 61.4 | 52.2 | |
| FirstValidModel=Qwen2.5-VL-7B, tau=0.52026.06 | 60.9 | 52 | |
| MajVoteModel=Qwen2.5-VL-7B, tau=0.52026.06 | 60.4 | 51.6 | |
| FirstValidModel=Qwen2.5-VL-7B, tau=0.72026.06 | 60.3 | 51.2 | |
| Pass@1Model=Qwen2.5-VL-7B, tau=0.52026.06 | 59.6 | 50.9 | |
| ACS-FreeModel=Qwen2.5-VL-7B, tau=1.02026.06 | 59.4 | 50.2 | |
| Pass@1Model=Qwen2.5-VL-7B, tau=0.72026.06 | 59.3 | 50.3 | |
| MajVoteModel=Qwen2.5-VL-7B, tau=0.72026.06 | 59.2 | 51 | |
| ACS-LearnedModel=InternVL-3.5-8B, tau=0.52026.06 | 58.6 | 50.6 | |
| ACS-LearnedModel=InternVL-3.5-8B, tau=0.72026.06 | 58.4 | 50.4 | |
| TokEntropyModel=Qwen2.5-VL-7B, tau=0.52026.06 | 58.1 | 49 | |
| MajVoteModel=Qwen2.5-VL-7B, tau=1.02026.06 | 56 | 48.5 | |
| TokEntropyModel=Qwen2.5-VL-7B, tau=0.72026.06 | 55.9 | 47.2 | |
| ACS-LearnedModel=InternVL-3.5-8B, tau=1.02026.06 | 55 | 48.3 | |
| FirstValidModel=Qwen2.5-VL-7B, tau=1.02026.06 | 54.2 | 47 | |
| MajVoteModel=InternVL-3.5-8B, tau=0.52026.06 | 53.8 | 46.8 | |
| ACS-FreeModel=InternVL-3.5-8B, tau=0.52026.06 | 53.1 | 47.4 | |
| Pass@1Model=Qwen2.5-VL-7B, tau=1.02026.06 | 52.3 | 45.3 | |
| TokEntropyModel=Qwen2.5-VL-7B, tau=1.02026.06 | 51.7 | 43.8 | |
| MajVoteModel=InternVL-3.5-8B, tau=0.72026.06 | 51.7 | 46.4 | |
| ACS-FreeModel=InternVL-3.5-8B, tau=0.72026.06 | 51.3 | 46.5 | |
| FirstValidModel=InternVL-3.5-8B, tau=0.52026.06 | 50.8 | 45.5 | |
| MajVoteModel=InternVL-3.5-8B, tau=1.02026.06 | 50.2 | 45 | |
| MeanBBoxModel=Qwen2.5-VL-7B, tau=0.52026.06 | 50.1 | 44.8 | |
| SmallestModel=Qwen2.5-VL-7B, tau=0.52026.06 | 49.3 | 42.7 | |
| GreedyModel=InternVL-3.5-8B, tau=—2026.06 | 49.1 | 42.9 | |
| TokEntropyModel=InternVL-3.5-8B, tau=0.52026.06 | 49.1 | 44.2 | |
| FirstValidModel=InternVL-3.5-8B, tau=0.72026.06 | 48.8 | 44.1 | |
| ACS-FreeModel=InternVL-3.5-8B, tau=1.02026.06 | 47.9 | 44.5 | |
| Pass@1Model=InternVL-3.5-8B, tau=0.52026.06 | 47.1 | 41.9 | |
| TokEntropyModel=InternVL-3.5-8B, tau=0.72026.06 | 47.1 | 43.1 | |
| MeanBBoxModel=Qwen2.5-VL-7B, tau=0.72026.06 | 45.4 | 41.5 | |
| MeanBBoxModel=InternVL-3.5-8B, tau=0.52026.06 | 45.4 | 41.1 | |
| Pass@1Model=InternVL-3.5-8B, tau=0.72026.06 | 45 | 40.4 | |
| SmallestModel=Qwen2.5-VL-7B, tau=0.72026.06 | 42.7 | 37.7 | |
| FirstValidModel=InternVL-3.5-8B, tau=1.02026.06 | 42.2 | 39.8 | |
| MeanBBoxModel=InternVL-3.5-8B, tau=0.72026.06 | 41.8 | 39 | |
| TokEntropyModel=InternVL-3.5-8B, tau=1.02026.06 | 39.1 | 37.2 | |
| Pass@1Model=InternVL-3.5-8B, tau=1.02026.06 | 38.8 | 36.1 | |
| MeanBBoxModel=InternVL-3.5-8B, tau=1.02026.06 | 36.7 | 35.3 | |
| SmallestModel=InternVL-3.5-8B, tau=0.52026.06 | 34.3 | 34.2 | |
| MeanBBoxModel=Qwen2.5-VL-7B, tau=1.02026.06 | 32.7 | 32.1 | |
| SmallestModel=InternVL-3.5-8B, tau=0.72026.06 | 28 | 30.2 | |
| SmallestModel=Qwen2.5-VL-7B, tau=1.02026.06 | 27 | 25.5 | |
| SmallestModel=InternVL-3.5-8B, tau=1.02026.06 | 18.3 | 24.1 |