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Benchmarks
Out-of-distribution Discovery on Butterfly 200
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18.9
Discovery Rate
VIM (Disc-Optimized†)
-0.756
4.347
9.45
14.553
Apr 27, 2026
Discovery Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Discovery Rate
VIM (Disc-Optimized†)
Model=ResNet-50
2026.04
18.9
+GRPO
Model=Qwen2.5-VL-7B
2026.04
15.6
MSP (Disc-Optimized†)
Model=ResNet-50
2026.04
13.6
Zero-Shot‡
Model=Qwen2.5-VL-7B
2026.04
13.2
+SFT
Model=Qwen2.5-VL-7B
2026.04
12.5
MSP (Disc-Optimized†)
Model=ViT-H
2026.04
9.2
VIM (Disc-Optimized†)
Model=ViT-H
2026.04
7.7
MSP (Cls-Preserving)
Model=ViT-H
2026.04
0.4
MSP (Cls-Preserving)
Model=ResNet-50
2026.04
0
VIM (Cls-Preserving)
Model=ResNet-50
2026.04
0
VIM (Cls-Preserving)
Model=ViT-H
2026.04
0
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