Object Detection on Objects365 small objects (val)
45.1Acc@0.5ACS-Learned
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ACS-LearnedModel=Qwen2.5-VL-7B, tau=0.52026.06 | 45.1 | 39.1 | |
| ACS-LearnedModel=Qwen2.5-VL-7B, tau=0.72026.06 | 45 | 39.2 | |
| GreedyModel=Qwen2.5-VL-7B, tau=—2026.06 | 43 | 36.9 | |
| ACS-FreeModel=Qwen2.5-VL-7B, tau=0.52026.06 | 43 | 37.9 | |
| ACS-FreeModel=Qwen2.5-VL-7B, tau=0.72026.06 | 42.6 | 37.1 | |
| FirstValidModel=Qwen2.5-VL-7B, tau=0.52026.06 | 41.7 | 36.1 | |
| ACS-LearnedModel=Qwen2.5-VL-7B, tau=1.02026.06 | 41.5 | 36.5 | |
| Pass@1Model=Qwen2.5-VL-7B, tau=0.52026.06 | 39.9 | 34.6 | |
| MajVoteModel=Qwen2.5-VL-7B, tau=0.52026.06 | 39.4 | 34.6 | |
| ACS-FreeModel=Qwen2.5-VL-7B, tau=1.02026.06 | 39.4 | 34.6 | |
| FirstValidModel=Qwen2.5-VL-7B, tau=0.72026.06 | 38.1 | 33.5 | |
| TokEntropyModel=Qwen2.5-VL-7B, tau=0.52026.06 | 37.7 | 32.8 | |
| MajVoteModel=Qwen2.5-VL-7B, tau=0.72026.06 | 37.6 | 33.5 | |
| Pass@1Model=Qwen2.5-VL-7B, tau=0.72026.06 | 36.5 | 32.1 | |
| TokEntropyModel=Qwen2.5-VL-7B, tau=0.72026.06 | 35.3 | 30.5 | |
| FirstValidModel=Qwen2.5-VL-7B, tau=1.02026.06 | 32.4 | 28.8 | |
| MajVoteModel=Qwen2.5-VL-7B, tau=1.02026.06 | 32.4 | 30 | |
| SmallestModel=Qwen2.5-VL-7B, tau=0.52026.06 | 32.1 | 29.5 | |
| TokEntropyModel=Qwen2.5-VL-7B, tau=1.02026.06 | 32 | 28.1 | |
| Pass@1Model=Qwen2.5-VL-7B, tau=1.02026.06 | 30.3 | 26.8 | |
| MeanBBoxModel=Qwen2.5-VL-7B, tau=0.52026.06 | 29.8 | 27.7 | |
| SmallestModel=Qwen2.5-VL-7B, tau=0.72026.06 | 26.2 | 24.7 | |
| ACS-LearnedModel=InternVL-3.5-8B, tau=0.52026.06 | 25.5 | 24.9 | |
| ACS-FreeModel=InternVL-3.5-8B, tau=0.52026.06 | 24.8 | 24.4 | |
| ACS-LearnedModel=InternVL-3.5-8B, tau=0.72026.06 | 23.5 | 23.6 | |
| ACS-FreeModel=InternVL-3.5-8B, tau=0.72026.06 | 23.3 | 23.5 | |
| MajVoteModel=InternVL-3.5-8B, tau=0.52026.06 | 23.2 | 23.4 | |
| MeanBBoxModel=Qwen2.5-VL-7B, tau=0.72026.06 | 22.9 | 22.7 | |
| GreedyModel=InternVL-3.5-8B, tau=—2026.06 | 21.9 | 21.9 | |
| FirstValidModel=InternVL-3.5-8B, tau=0.52026.06 | 21.9 | 22.3 | |
| ACS-LearnedModel=InternVL-3.5-8B, tau=1.02026.06 | 21.9 | 22.5 | |
| MajVoteModel=InternVL-3.5-8B, tau=0.72026.06 | 21.8 | 22.7 | |
| ACS-FreeModel=InternVL-3.5-8B, tau=1.02026.06 | 20.6 | 21.7 | |
| TokEntropyModel=InternVL-3.5-8B, tau=0.52026.06 | 20.3 | 20.5 | |
| Pass@1Model=InternVL-3.5-8B, tau=0.52026.06 | 19.8 | 19.8 | |
| MajVoteModel=InternVL-3.5-8B, tau=1.02026.06 | 18.6 | 20.5 | |
| SmallestModel=Qwen2.5-VL-7B, tau=1.02026.06 | 18.6 | 18.3 | |
| FirstValidModel=InternVL-3.5-8B, tau=0.72026.06 | 18.3 | 20.4 | |
| MeanBBoxModel=InternVL-3.5-8B, tau=0.52026.06 | 16.6 | 19.1 | |
| Pass@1Model=InternVL-3.5-8B, tau=0.72026.06 | 16 | 17.3 | |
| FirstValidModel=InternVL-3.5-8B, tau=1.02026.06 | 15.6 | 18 | |
| TokEntropyModel=InternVL-3.5-8B, tau=0.72026.06 | 15.3 | 17.8 | |
| MeanBBoxModel=InternVL-3.5-8B, tau=0.72026.06 | 14.2 | 17.2 | |
| MeanBBoxModel=Qwen2.5-VL-7B, tau=1.02026.06 | 14.1 | 15.2 | |
| SmallestModel=InternVL-3.5-8B, tau=0.52026.06 | 13.6 | 16.6 | |
| Pass@1Model=InternVL-3.5-8B, tau=1.02026.06 | 13.3 | 15.1 | |
| TokEntropyModel=InternVL-3.5-8B, tau=1.02026.06 | 11.9 | 14.7 | |
| SmallestModel=InternVL-3.5-8B, tau=0.72026.06 | 10.8 | 13.9 | |
| MeanBBoxModel=InternVL-3.5-8B, tau=1.02026.06 | 10.2 | 14.1 | |
| SmallestModel=InternVL-3.5-8B, tau=1.02026.06 | 6.2 | 10.5 |