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OOD Detection on ImageNet-1k ID Average OOD

0.9797AUROC

TANL

Updated 7d ago

Evaluation Results

Method
TANL 2026.03	0.9797	0.0981
∆Energy 2025.10	0.9737	0.0961
TTL 2026.04	0.9729	0.1246
MaxLogit 2025.10	0.9706	0.1155
Energy 2025.10	0.9702	0.1168
SynOOD 2026.03	0.9701	0.1427
ReAct 2025.10	0.9677	0.1216
AdaNeg 2024.10	0.9666	0.1892
AdaNeg 2026.03	0.9666	0.1892
CLIPN 2025.10	0.965	0.1353
ODIN 2025.10	0.9642	0.1492
AdaNeg 2026.04	0.9617	0.1922
Peng et al. 2026.03	0.96	0.2236
OODD 2026.03	0.96	0.1879
CSP+∆Energy 2025.10	0.9583	0.1622
CSP 2026.03	0.9576	0.1751
CSP 2026.04	0.9576	0.1751
CSP 2025.10	0.9576	0.1751
AdaND 2026.03	0.9558	0.16
CLIPScope 2026.03	0.953	0.2088
CMA [30] 2026.03	0.9513	0.1993
MoFE 2026.04	0.9489	0.2002
NegPrompt 2024.10	0.9481	0.2301
NegPrompt 2026.03	0.9481	0.2301
NegPrompt 2025.10	0.9481	0.2301
OSPCoOp 2026.04	0.9475	0.2513
DualCnst 2026.03	0.9472	0.2145
LAPT 2024.10	0.9468	0.234
LAPT 2026.03	0.9468	0.234
NegRefine 2026.04	0.9458	0.2201
NegLabel 2024.10	0.9421	0.254
NegLabel 2026.03	0.9421	0.254
NegLabel 2025.10	0.9421	0.254
Neglabel 2026.04	0.9413	0.261
OODD 2026.04	0.9409	0.2364
AdaND 2026.04	0.94	0.245
ID-Like 2025.10	0.9383	0.2951
FAGL 2026.03	0.9382	0.2568
FA 2026.04	0.9378	0.2575
MCM 2025.10	0.9377	0.2583
Local-Prompt 2026.04	0.9365	0.2832
APT 2026.04	0.9364	0.2603
LoCoOp 2024.10	0.9352	0.2866
LoCoOp 2026.03	0.9352	0.2866
LoCoOp 2026.04	0.9352	0.2866
LoCoOp 2025.10	0.9352	0.2866
GalLoP 2025.10	0.932	0.273
CLIPN 2026.04	0.9319	0.3021
CLIPN 2024.10	0.931	0.311
CLIPN 2026.03	0.931	0.311
CLIPN 2025.10	0.931	0.311
CMA [37] 2026.03	0.9305	0.3279
CMA 2026.04	0.9305	0.3279
LSN 2024.10	0.9296	0.3022
LSN 2026.03	0.9296	0.3022
EOE 2026.03	0.9296	0.3009
LSN+CoCoOp 2025.10	0.9296	0.3022
CoVer 2026.03	0.9245	0.3488
TagOOD 2026.03	0.924	0.2785
LSN+CoOp 2025.10	0.9233	0.3197
Energy 2024.10	0.9154	0.3989
Energy 2026.03	0.9154	0.3989
NPOS 2024.10	0.9122	0.3793
NPOS 2026.03	0.9122	0.3793
VOS 2024.10	0.9119	0.4132
VOS 2026.03	0.9119	0.4132
KNN 2024.10	0.9097	0.4219
KNN 2026.03	0.9097	0.4219
GL-MCM 2026.04	0.909	0.3504
MCM 2024.10	0.9082	0.4393
MCM 2026.03	0.9082	0.4393
MCM 2026.04	0.9076	0.4277
MCM 2025.10	0.9076	0.4274
IDLike 2026.04	0.9052	0.4117
MaxLogit 2025.10	0.8882	0.5249
ODIN 2024.10	0.888	0.4775
ODIN 2026.03	0.888	0.4775
ODIN 2025.10	0.888	0.4775
Energy 2025.10	0.8848	0.548
ReAct 2025.10	0.8837	0.5462
ViM 2024.10	0.8782	0.502
ViM 2026.03	0.8782	0.502
ZOC 2024.10	0.8179	0.8519
ZOC 2026.03	0.8179	0.8519
MSP 2024.10	0.8163	0.6961
MSP 2026.03	0.8163	0.6961
Energy 2024.10	0.7957	0.8221
MSP 2025.10	0.7702	0.7083
MSP 2025.10	0.7498	0.7622
GradNorm 2024.10	0.7235	0.8082
GradNorm 2026.03	0.7235	0.8082
Mahalanobis 2024.10	0.615	0.9894