Out-of-Distribution Detection on CLINC OOD (train) benchmark leaderboard · SOTA2 Research

Out-of-Distribution Detection on CLINC OOD (train)

6.11EERL-Mahalanobis

Evaluation Results

Method	Links
L-Mahalanobis2021.06		6.11	7.63	5.98	98.16	99.56	92.96
Mahalanobis2021.06		6.31	7.8	6.13	98.07	99.53	92.86
L-Mahalanobis2021.06		6.7	10.12	6.62	97.77	99.46	91.55
L-Mahalanobis2021.06		6.9	9.53	6.71	97.94	99.5	92.47
Mahalanobis2021.06		7.01	10.88	6.88	97.43	99.37	90.36
L-Mahalanobis2021.06		7.21	10.18	6.92	97.52	99.41	89.37
Entropy2021.06		8.29	11.51	7.86	97.17	99.27	90.69
Mahalanobis2021.06		8.31	12.68	8.02	96.9	99.14	88.19
Entropy2021.06		8.31	12.53	8.14	96.67	99.01	89.68
Confidence2021.06		8.35	11.76	8.02	97.1	99.25	90.46
Mahalanobis2021.06		8.4	11.82	8.13	96.92	99.06	90.37
Confidence2021.06		8.5	12.85	7.85	96.34	98.95	87.51
En-AE2021.06		8.56	12.38	8.29	96.82	99.08	90.06
En-AE2021.06		8.7	13.03	8.47	96.12	98.89	88.38
G-ODIN2021.06		8.85	12.26	8.53	96.74	99.12	89.95
G-ODIN2021.06		8.91	12.99	8.4	95.81	98.75	88.81
ODIN2021.06		9.01	16.52	8.66	96.24	98.73	87.34
ODIN2021.06		9.11	15.12	8.68	96.11	98.84	88.72
Entropy2021.06		9.31	14.81	8.93	95.89	98.73	88.7
Entropy2021.06		10.33	17.99	10.1	95.65	98.73	87.2
Confidence2021.06		10.81	22.35	10.38	95.23	98.58	86.46
Confidence2021.06		11.31	21.98	11	94.96	98.52	84.59
ERAEPOG2021.06		12.04	23.7	11.67	95.83	99.05	83.98
AE2021.06		18.13	58.5	23.94	87.78	96.98	54.12
En-ConGAN2021.06		75.2	98.72	49.95	22.36	69.86	11.27
ConGAN2021.06		78.9	94.4	52.04	52.22	82.79	23.54
En-ConGAN2021.06		80.26	99.34	49.95	15.2	66.64	10.58