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Pixel-level Anomaly Segmentation on VISA (test)

94.69CandleDevPrompt
94.523694.566894.6194.6532Jan 21, 2026

Evaluation results

MethodLinks
DevPromptshot=1-shot, Backbone=CLIP, Resolution=256x256, Top-K MIL scoring=true, deviation-based patch scoring=true2026.0194.6994.0198.8899.2595.6397.7395.4995.8393.3494.6594.4999.19
PromptADshot=1-shot, Backbone=CLIP, Resolution=256x2562026.0194.6594.0198.8599.2495.5897.8195.3995.7294.394.6694.6299.16
WinCLIPshot=1-shot, Backbone=CLIP, Resolution=256x2562026.0194.5395.997.99995.3396.894.8795.3193.0494.3495.398.92