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ResearchFormerly WizWand

Pixel-level Anomaly Detection on ColonDB

90.4AUROCAdaCLIP
59.92867.83975.7583.661Jul 22, 2024Oct 31, 2024Feb 9, 2025May 21, 2025Aug 30, 2025Dec 9, 2025Mar 20, 2026
Updated 6mo ago

Evaluation results

MethodLinks
AdaCLIPSupervision training protocol=w/ supervised training2024.0790.458.2————
AdaCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=true2026.0190.458.2————
APRIL-GANSupervision training protocol=w/ supervised training2024.0788.752.6————
DINOV2Supervision training protocol=w/ supervised training2024.0787.356.5————
SAMSupervision training protocol=w/ supervised training2024.0786.145.7————
AnomalyVFMevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.0185.642.8————
MoECLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.0385.4———34.8—
FAPromptZero-shot=true2026.0385——73.3——
Tipsomalyzero-shot=true2026.0284.641.3—75——
WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.0384.3——77.736.3—
FB-CLIPZero-shot=true2026.0384.2——74.4——
AACLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.0184.138.1————
FAPromptevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.0184.138.8————
AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.0383.6——76.932.1—
AF-CLIPZero-shot=true2026.0383.2——67.9——
Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Medical2026.0382.9———30.7—
AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.0382.8———31.5—
AdaCLIPzero-shot=true2026.0282.636.1—66——
Bayes-PFLevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.0182.139.2————
AnomalyCLIPzero-shot=true2026.0281.937.3—71.3——
AnomalyCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.0181.937.5————
AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.0381.9——71.431.3—
AnomalyCLIPZero-shot=true2026.0381.9——71.3——
AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.0381.6———34—
AA-CLIPZero-shot=true2026.0381.6——65.4——
AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.0381———26.5—
CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.0380.3——58.823.7—
Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.0379.3——6.526.2—
AdaCLIPZero-shot=true2026.0379.3——49.1——
VANDzero-shot=true2026.0278.429.7—64.6——
VANDZero-shot=true2026.0378.4——64.6——
April-GANsetting=Zero-shot setting (ZSAD), domain=Medical2026.0378.3———23.3—
SAASupervision training protocol=w/o supervised training2024.0771.831.5————
SAAevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.0171.831.5————
WinCLIPZero-shot=true2026.0370.3——32.5——
WinCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.0364.8———14.3—
WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.0364.8——28.414.3—
WinCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.0161.219.6————
WinCLIPSupervision training protocol=w/o supervised training2024.0761.119.6————
AA-CLIPAvailable training shots=22025.03——83.9———
AA-CLIPAvailable training shots=162025.03——83.5———
AA-CLIPAvailable training shots=642025.03——84.7———
AA-CLIPAvailable training shots=full2025.03——84———
AdaCLIPSource=ECCV 2024, Available training shots=full2025.03——80———
AdaCLIPPrompt Category=Prompt Design, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08——79.3—26.2—
AG-VASBase Model=LLaVA-13B2026.03—45.1——43.732.2
AG-VASBase Model=LLaVA-OneVision-7B2026.03—66.2——70.758.2
AnomalyCLIPSource=ICLR 2024, Available training shots=full2025.03——82.9———
AnomalyCLIPBase Model=CLIP(ViT-L-14-336)2026.03—39.8——31.325.2
AnomalyCLIPPrompt Category=Prompt Learning, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08——81.9—31.3—
AnomalyCLIP*Base Model=CLIP(ViT-L-14-336), Retrained=true2026.03—39.8——34.222.7
APRIL-GANBase Model=CLIP(ViT-L-14-336)2026.03—32.5——23.214.4
APRIL-GANPrompt Category=Prompt Design, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08——78.4—23.2—
Bayes-PFLBase Model=CLIP(ViT-L-14-336)2026.03—39.2——31.916.8
Bayes-PFL*Base Model=CLIP(ViT-L-14-336), Retrained=true2026.03—38.1——30.527.7
CLIPSource=OpenCLIP2025.03——49.5———
CLIP-ADPrompt Category=Prompt Design, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08——80.3—23.7—
CoPSPrompt Category=Prompt Learning, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08——85.6—37.2—
FAPromptPrompt Category=Prompt Learning, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08——85.2—36.7—
LISABase Model=LLaVA-7B2026.03—33.1——25.919.4
LISABase Model=LLaVA-13B2026.03—34——35.326.2
LISABase Model=LLaVA-OneVision-7B2026.03—35.8——29.114.4
LISA*Base Model=LLaVA-13B, Retrained=true2026.03—43.2——40.929.5
LISA*Base Model=LLaVA-OneVision-7B, Retrained=true2026.03—62.9——67.243.8
MVFA-ADSource=CVPR 2024, Available training shots=full2025.03——78.4———
PaDTBase Model=Qwen2.5-VL-7B2026.03—48.4——35.439.1
PixelLMBase Model=LLaVA-13B2026.03—16.8——8.99.8
VANDSource=CVPRW 2023, Available training shots=full2025.03——78.2———
WinCLIPSource=CVPR 20232025.03——51.2———
WinCLIPBase Model=CLIP(ViT-B-16-240)2026.03—21——14.30
WinCLIPPrompt Category=Prompt Design, Setting=Zero-Shot Anomaly Detection (ZSAD)2025.08——64.8—14.3—