Anomaly Classification on VisA (test)

94.7AUROC (cls)

RareCLIP + AnoRefiner

Updated 4d ago

Evaluation Results

Method
RareCLIP + AnoRefiner 2025.11	94.7	-	-	-	90.9	95.5	-	-
RareCLIP 2025.11	94.4	-	-	-	90.8	95.3	-	-
MuSc* + SAR 2025.11	93	-	-	-	89.1	93.8	-	-
MuSc* + DeYO 2025.11	92.8	-	-	-	89.8	93.5	-	-
MuSc 2025.11	92.6	-	-	-	89.1	93.3	-	-
MuSc* + TIPI 2025.11	92.6	-	-	-	89	93.3	-	-
MuSc* + AnoRefiner 2025.11	91.9	-	-	-	90.3	92.6	-	-
MuSc* 2025.11	91.1	-	-	-	90.1	92.8	-	-
Bayes-PFL 2025.11	87	-	-	-	84.1	89.2	-	-
AA-CLIP 2025.11	84.6	-	-	-	-	82.2	-	-
VCP-CLIP + AnoRefiner 2025.11	84.5	-	-	-	82	87.9	-	-
VCP-CLIP 2025.11	83.8	-	-	-	81.5	87.3	-	-
VCP-CLIP + TIPI 2025.11	83.6	-	-	-	81.5	87.4	-	-
VCP-CLIP + SAR 2025.11	83.3	-	-	-	81.4	86.9	-	-
VCP-CLIP + DeYO 2025.11	83.3	-	-	-	81.5	86.7	-	-
APRIL-GAN + AnoRefiner 2025.11	81.4	-	-	-	79.7	86.1	-	-
APRIL-GAN + SAR 2025.11	79.4	-	-	-	79.3	82.3	-	-
APRIL-GAN + DeYO 2025.11	79.4	-	-	-	79.3	82.3	-	-
APRIL-GAN + TIPI 2025.11	79	-	-	-	79.4	82.2	-	-
APRIL-GAN 2025.11	78	-	-	-	78.7	81.4	-	-
WinCLIP 2024.01	-	78.1	79	81.2	-	-	-	-
APRIL-GAN 2024.01	-	78	78.7	81.4	-	-	-	-
MuSc 2024.01	-	92.8	89.5	93.5	-	-	-	-
PatchCore 2024.01	-	85.3	84.3	87.5	-	-	-	-
WinCLIP 2024.01	-	87.3	84.2	88.8	-	-	-	-
APRIL-GAN 2024.01	-	92.6	88.4	94.5	-	-	-	-
SPADE 2024.01	-	82.1	-	-	-	-	-	-
PaDiM 2024.01	-	89.1	-	-	-	-	-	-
RD4AD 2024.01	-	96	-	-	-	-	-	-
PatchCore 2024.01	-	95.1	-	-	-	-	-	-
DRAEM 2024.01	-	88.7	-	-	-	-	-	-
Dynamic Implicit Conditioning 2024.01	-	96	-	-	-	-	-	-
WinCLIP 2024.07	-	78.1	-	81.2	-	-	-	-
AnomalyGPT 2024.07	-	58	-	64.8	-	-	-	-
APRIL-GAN 2024.07	-	78	-	81.4	-	-	-	-
VCP-CLIP 2024.07	-	83.8	-	87.6	-	-	-	-
WinCLIP 2026.01	-	-	-	-	-	-	78.1	77.5
MRAD-TF 2026.01	-	-	-	-	-	-	75	79.1
AdaCLIP 2026.01	-	-	-	-	-	-	83	84.9
AnomalyCLIP 2026.01	-	-	-	-	-	-	82.1	85.4
FAPrompt 2026.01	-	-	-	-	-	-	84.5	86.8
MRAD-FT 2026.01	-	-	-	-	-	-	85.5	87.8
MRAD-CLIP 2026.01	-	-	-	-	-	-	85.7	88.3