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ResearchFormerly WizWand

Anomaly Detection on Mammography

0.9998AUC-ROCLLM-DAS
0.4134480.5656740.71790.870126Oct 4, 2025Oct 24, 2025Nov 14, 2025Dec 5, 2025Dec 26, 2025Jan 16, 2026Feb 6, 2026
Updated 7mo ago

Evaluation results

MethodLinks
LLM-DASMethod Variant=PCA2025.100.9998
DRL2025.100.9455
ICAD-LLMMethod Category=Task-Specific2025.120.9193
AnoLLMModel Size=135M2025.100.915
CTADBase Detector=DRL2026.020.9129
DRL2026.020.9122
ECODlabeled outliers=52025.120.906
ECODlabeled data percentage=1%2025.120.9059
MCM2026.020.9053
MCM2025.100.9053
PReNetlabeled outliers=52025.120.903
OCSVM2026.020.9003
OCSVM2025.100.9003
PCA2026.020.8993
PCA2025.100.8993
MCMMethod Category=Task-Specific2025.120.8991
DevNetlabeled outliers=52025.120.896
LOF2025.100.8922
DeepSVDD2026.020.8879
DeepSVDD2025.100.8879
NPT-AD2025.100.8873
DTE2026.020.8862
DTE2025.100.8862
FRODlabeled data percentage=1%2025.120.8839
LLM-DASMethod Variant=DRL2025.100.8834
AnoLLMModel Size=360M2025.100.876
CTADBase Detector=KNN2026.020.8724
REPENlabeled outliers=52025.120.872
DeepSADlabeled outliers=52025.120.87
IForestlabeled outliers=52025.120.866
KNN2026.020.864
KNN2025.100.864
DevNetlabeled data percentage=1%2025.120.862
IForestlabeled data percentage=1%2025.120.857
FEAWADlabeled outliers=52025.120.857
CODlabeled outliers=52025.120.855
DeepSADlabeled data percentage=1%2025.120.852
PReNetlabeled data percentage=1%2025.120.8519
AutoEncoder2026.020.8472
AutoEncoder2025.100.8472
ICAD-LLMMethod Category=Universal2025.120.8458
REPENlabeled data percentage=1%2025.120.8447
WFRDAlabeled outliers=52025.120.839
WFRDAlabeled data percentage=1%2025.120.8341
DeepSVDDlabeled data percentage=1%2025.120.828
ECOD2026.020.8251
ECOD2025.100.8251
IForest2026.020.822
IForest2025.100.822
GOADMethod Category=Task-Specific2025.120.8177
IForestMethod Category=Task-Specific2025.120.8169
CTADBase Detector=MCM2026.020.8111
FEAWADlabeled data percentage=1%2025.120.8097
SODlabeled outliers=52025.120.798
NeuTraL ADMethod Category=Universal2025.120.7663
ACRMethod Category=Universal2025.120.7533
NeuTraLAD2026.020.7449
GOAD2026.020.7348
DAGMMMethod Category=Task-Specific2025.120.734
UniADMethod Category=Universal2025.120.6976
ICL2026.020.6548
ICL2025.100.6548
DeepSVDDlabeled outliers=52025.120.615
MFGADlabeled data percentage=1%2025.120.436