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ResearchFormerly WizWand

Object Detection on Objects365 small objects (val)

45.1Acc@0.5ACS-Learned
4.64415.14725.6536.153Jun 1, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ACS-LearnedModel=Qwen2.5-VL-7B, tau=0.52026.0645.139.1
ACS-LearnedModel=Qwen2.5-VL-7B, tau=0.72026.064539.2
GreedyModel=Qwen2.5-VL-7B, tau=—2026.064336.9
ACS-FreeModel=Qwen2.5-VL-7B, tau=0.52026.064337.9
ACS-FreeModel=Qwen2.5-VL-7B, tau=0.72026.0642.637.1
FirstValidModel=Qwen2.5-VL-7B, tau=0.52026.0641.736.1
ACS-LearnedModel=Qwen2.5-VL-7B, tau=1.02026.0641.536.5
Pass@1Model=Qwen2.5-VL-7B, tau=0.52026.0639.934.6
MajVoteModel=Qwen2.5-VL-7B, tau=0.52026.0639.434.6
ACS-FreeModel=Qwen2.5-VL-7B, tau=1.02026.0639.434.6
FirstValidModel=Qwen2.5-VL-7B, tau=0.72026.0638.133.5
TokEntropyModel=Qwen2.5-VL-7B, tau=0.52026.0637.732.8
MajVoteModel=Qwen2.5-VL-7B, tau=0.72026.0637.633.5
Pass@1Model=Qwen2.5-VL-7B, tau=0.72026.0636.532.1
TokEntropyModel=Qwen2.5-VL-7B, tau=0.72026.0635.330.5
FirstValidModel=Qwen2.5-VL-7B, tau=1.02026.0632.428.8
MajVoteModel=Qwen2.5-VL-7B, tau=1.02026.0632.430
SmallestModel=Qwen2.5-VL-7B, tau=0.52026.0632.129.5
TokEntropyModel=Qwen2.5-VL-7B, tau=1.02026.063228.1
Pass@1Model=Qwen2.5-VL-7B, tau=1.02026.0630.326.8
MeanBBoxModel=Qwen2.5-VL-7B, tau=0.52026.0629.827.7
SmallestModel=Qwen2.5-VL-7B, tau=0.72026.0626.224.7
ACS-LearnedModel=InternVL-3.5-8B, tau=0.52026.0625.524.9
ACS-FreeModel=InternVL-3.5-8B, tau=0.52026.0624.824.4
ACS-LearnedModel=InternVL-3.5-8B, tau=0.72026.0623.523.6
ACS-FreeModel=InternVL-3.5-8B, tau=0.72026.0623.323.5
MajVoteModel=InternVL-3.5-8B, tau=0.52026.0623.223.4
MeanBBoxModel=Qwen2.5-VL-7B, tau=0.72026.0622.922.7
GreedyModel=InternVL-3.5-8B, tau=—2026.0621.921.9
FirstValidModel=InternVL-3.5-8B, tau=0.52026.0621.922.3
ACS-LearnedModel=InternVL-3.5-8B, tau=1.02026.0621.922.5
MajVoteModel=InternVL-3.5-8B, tau=0.72026.0621.822.7
ACS-FreeModel=InternVL-3.5-8B, tau=1.02026.0620.621.7
TokEntropyModel=InternVL-3.5-8B, tau=0.52026.0620.320.5
Pass@1Model=InternVL-3.5-8B, tau=0.52026.0619.819.8
MajVoteModel=InternVL-3.5-8B, tau=1.02026.0618.620.5
SmallestModel=Qwen2.5-VL-7B, tau=1.02026.0618.618.3
FirstValidModel=InternVL-3.5-8B, tau=0.72026.0618.320.4
MeanBBoxModel=InternVL-3.5-8B, tau=0.52026.0616.619.1
Pass@1Model=InternVL-3.5-8B, tau=0.72026.061617.3
FirstValidModel=InternVL-3.5-8B, tau=1.02026.0615.618
TokEntropyModel=InternVL-3.5-8B, tau=0.72026.0615.317.8
MeanBBoxModel=InternVL-3.5-8B, tau=0.72026.0614.217.2
MeanBBoxModel=Qwen2.5-VL-7B, tau=1.02026.0614.115.2
SmallestModel=InternVL-3.5-8B, tau=0.52026.0613.616.6
Pass@1Model=InternVL-3.5-8B, tau=1.02026.0613.315.1
TokEntropyModel=InternVL-3.5-8B, tau=1.02026.0611.914.7
SmallestModel=InternVL-3.5-8B, tau=0.72026.0610.813.9
MeanBBoxModel=InternVL-3.5-8B, tau=1.02026.0610.214.1
SmallestModel=InternVL-3.5-8B, tau=1.02026.066.210.5