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Out-of-Distribution Detection on SUN OOD with ImageNet-1k In-distribution (test)

9.22FPR@95

NPOS

Updated 2d ago

Evaluation Results

Method
NPOS 2023.03	9.22	98.48
CSP+DCAC 2026.01	10.18	97.58
CSP 2026.01	13.66	96.66
AdaND 2026.01	17.08	95.86
ASH-S+DCAC 2026.01	17.47	96.21
VOS+ 2023.03	17.58	96.69
OSPCoOp 2026.01	18.26	96.74
Energy 2023.03	18.42	94.77
DDCS 2026.01	18.63	95.68
HFTT 2024.09	19.24	95.28
LINE 2026.01	19.48	95.26
GradOrth 2023.08	19.61	95.76
SCT 2026.01	20.55	95.33
OODD 2026.01	21.49	95.01
ASH-B 2023.08	22.08	95.1
ReAct 2026.01	24.01	94.41
ReAct 2021.11	24.2	94.2
ReAct 2021.11	24.2	94.2
ReAct 2023.08	24.2	94.2
MCM 2023.03	25.05	95.95
DICE + ReAct 2021.11	25.45	93.94
DICE + ReAct 2023.08	25.45	93.94
KNN 2023.03	26.72	92.87
VRA-P 2023.08	26.94	94.25
Rankfeat 2023.11	27.88	92.18
ASH-S 2026.01	27.96	94.02
ASH-S 2023.08	27.98	94.02
MCM 2022.11	29	94.14
CMA 2026.01	29.03	93.32
ODIN 2023.03	29.05	92.63
Rankfeat 2023.11	29.27	94.07
VOS 2023.03	29.54	92.91
ASH-B@65 2022.09	30.04	93.19
Energy 2022.11	30.46	93.83
VRA-DN 2023.08	30.65	93.65
GradOrth 2023.08	30.82	93.18
DICE + ReAct 2023.08	31.22	92.86
GAIA-A 2023.11	31.24	92.42
ViM 2023.03	31.68	93.31
MCM 2024.09	32.27	91.86
Energy 2024.09	32.33	90.58
MaxLogit 2024.09	32.86	90.33
Energy 2022.11	34.28	93.15
DICE 2021.11	35.15	90.83
DICE 2023.08	35.15	90.83
ASH-B@90 2022.09	35.17	92.48
OptFS 2026.01	35.31	93.13
ASH-B@90 2023.11	35.43	92.53
KNN 2024.09	35.62	92.67
ASH-S@90 2022.09	37.14	91.53
MCM 2026.01	37.22	92.55
MCM 2022.11	37.59	92.57
ASH-B 2023.08	38.45	91.61
Fort et al./MSP 2023.03	38.56	93.16
DICE 2023.08	38.69	90.46
CADRef 2026.01	39.23	91.26
MOS 2022.11	40.63	92.01
GradNorm 2023.08	40.73	89.96
OODD 2026.01	42.36	92.07
ASH-B@65 2022.09	42.98	89.11
ASH-S@99 2022.09	43.59	90.17
ASH-S 2023.08	43.62	90.02
NPOS 2024.09	43.77	90.44
DAL-ASH 2023.11	45.14	85.9
ReAct 2026.02	46	90.3
GradNorm 2021.10	46.48	89.03
GradNorm 2023.11	46.48	89.03
ExGrad 2023.08	46.73	69.74
ASH-S@95 2022.09	47.41	94.02
ReAct 2021.11	47.69	88.16
ReAct 2023.08	47.69	88.16
Mahalanobis 2021.11	47.82	83.63
Mahalanobis 2023.08	47.82	86.33
ZODE-KNN 2022.12	48.87	90.37
KNN+ 2022.12	48.99	88.63
DAL-Energy 2023.11	49.12	80.28
DAL 2023.11	50.76	79.21
Energy score 2022.09	51.98	87.4
Fort et al. 2022.11	52.34	87.32
OE 2023.11	52.6	77.31
ReAct 2023.11	52.71	90.16
ASH-P 2023.08	52.88	88.35
ODIN 2021.11	54.07	85.88
ODIN 2023.08	54.07	85.88
Fort et al. 2022.11	54.12	86.37
GradNorm 2023.03	54.41	73.08
ASH-S@90 2022.09	55.2	88.41
Caption 2023.10	55.68	86.59
ATOM 2023.11	55.87	75.8
Word 2023.10	56.68	86.96
Energy score 2022.09	57.54	87.55
Energy 2026.01	58.28	86.73
ASH-P 2023.08	58.61	86.72
DOE 2023.11	59.06	85.67
Energy 2021.11	59.26	85.89
Energy 2021.11	59.26	85.89
Energy score 2023.08	59.26	85.89
Energy 2022.12	59.26	85.89
Energy 2026.02	59.4	86.4
ODIN 2021.11	60.15	84.59

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