Outlier Detection on Breastw benchmark leaderboard · SOTA2 Research

Outlier Detection on Breastw

0.9972AUC-PRLLM-DAS

Evaluation Results

Method	Links
LLM-DAS2025.10		0.9972
DRL2025.10		0.9966
LLM-DAS2025.10		0.9956
MCM2025.10		0.9952
OCSVM2025.10		0.9934
PCA2025.10		0.9934
DeepSVDD2025.10		0.9924
LOF2025.10		0.9923
RTTAD2026.05		0.9921
WFRDA2025.12		0.992
AnoLLM2025.10		0.992
MCM2026.05		0.9911
ECOD2025.12		0.991
GDOF2025.12		0.991
AnoLLM2025.10		0.991
AutoEncoder2025.10		0.9896
REPEN2025.12		0.987
GOAD2026.05		0.986
ECOD2025.12		0.984
TTAD2026.05		0.9836
NPT-AD2025.10		0.9813
WFRDA2025.12		0.979
LUNAR2025.12		0.974
DIF2026.05		0.9737
KNN2025.10		0.9712
COD2025.12		0.969
REPEN2025.12		0.967
ICL2025.10		0.9656
LUNAR2026.05		0.9644
SLAD2026.05		0.9569
ECOD2025.10		0.9522
IForest2025.12		0.945
IForest2025.10		0.9449
DRL2026.05		0.9302
DeepSVDD2025.12		0.924
DTE2025.10		0.8825
SOD2025.12		0.861
EPHAD2026.05		0.8588
Iforest2026.05		0.8536
ICL2026.05		0.8508
FEAWAD2025.12		0.839
DeepSAD2025.12		0.838
FEAWAD2025.12		0.827
DeepSVDD2026.05		0.8256
DeepSVDD2025.12		0.805
DevNet2025.12		0.791
LOF2026.05		0.7818
DeepSAD2025.12		0.777
OCSVM2026.05		0.7656
DevNet2025.12		0.764
ECOD2026.05		0.7581
DIF2025.12		0.748
PReNet2025.12		0.735
PReNet2025.12		0.704
NeuTraLAD2026.05		0.5662