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Anomaly Segmentation on VisA

91.77AUPRO

Reverse Distillation

Updated 16d ago

Evaluation Results

Method	Links
Reverse Distillation 2024.10		91.77	98.68	-	-	-	-
DFR 2024.10		91.72	97.9	-	-	-	-
GenCLIP 2025.04		89.3	95.3	-	-	-	-
ULSAD 2024.10		87.12	98.24	-	-	-	-
AnomalyCLIP 2025.04		87	95.5	-	-	-	-
CFLOW 2024.10		85.29	98.04	-	-	-	-
PatchCore 2024.10		85.12	97.93	-	-	-	-
VMAD 2024.09		84.6	-	-	-	93.8	-
EfficientAD 2024.10		84.45	97.51	-	-	-	-
AnomalyClip 2024.09		84.2	-	-	-	87.1	-
BGAD 2024.09		82	-	-	-	88.6	-
VAND 2024.09		81.9	-	-	-	90.7	-
FastFlow 2024.10		81.7	97.32	-	-	-	-
AnomalyGPT 2024.09		81.7	-	-	-	92.4	-
Myriad 2024.09		81.3	-	-	-	90.5	-
PaDiM 2024.10		80.8	97.09	-	-	-	-
WinClip 2024.09		80.4	-	-	-	91.3	-
LISA 2024.09		77.8	-	-	-	85.2	-
AdaCLIP 2025.04		73	96	-	-	-	-
WinCLIP 2025.04		56.8	79.6	-	-	-	-
DRÆM 2024.10		54.68	71.31	-	-	-	-
UniADet 2026.01		45.3	98.3	-	-	-	-
UniADet 2026.01		44.2	98.4	-	-	-	-
AdaptCLIP 2026.01		40.7	97.1	-	-	-	-
UniADet 2026.01		35.8	97.8	-	-	-	-
AnomalyCLIP+ 2026.01		26.2	96.7	-	-	-	-
InCtrl 2026.01		18.5	89.8	-	-	-	-
WinCLIP+ 2026.01		17.2	95.1	-	-	-	-
CLIP 2025.04		14.8	46.6	-	-	-	-
CoOp 2025.04		3.8	24.2	-	-	-	-
CLIP 2025.01		-	46.6	-	-	-	-
CLIP-AC 2025.01		-	47.8	-	-	-	-
WinCLIP 2025.01		-	79.6	-	-	-	-
April-GAN 2025.01		-	94.2	-	-	-	-
AnomalyCLIP 2025.01		-	95.5	-	-	-	-
MVFA-AD 2025.01		-	94.8	-	-	-	-
KAnoCLIP 2025.01		-	97.7	-	-	-	-
WinClip 2023.05		-	-	14.82	-	-	-
ClipSeg 2023.05		-	-	14.32	5.65	-	-
UTAD 2023.05		-	-	6.95	5.32	-	-
SAA 2023.05		-	-	12.76	4.83	-	-
SAA+ 2023.05		-	-	27.07	14.46	-	-
CLIP-AC 2025.12		-	-	-	-	24.8	17.3
CoCoOp 2025.12		-	-	-	-	93.6	-
WinCLIP 2025.12		-	-	-	-	79.6	56.8
AprilGAN 2025.12		-	-	-	-	94.2	86.8
AnomalyCLIP 2025.12		-	-	-	-	95.5	87
AdaCLIP 2025.12		-	-	-	-	95	-
MultiADS 2025.12		-	-	-	-	95	89.7
DAPO 2025.12		-	-	-	-	94.3	84