Out-of-Distribution Detection on Snips IND ATIS OOD benchmark leaderboard · SOTA2 Research

Out-of-Distribution Detection on Snips IND ATIS OOD

1.79EERDRM+L-Mahalanobis

Evaluation Results

Method	Links
DRM+L-Mahalanobis2021.06		1.79	0	1.16	99.79	99.79	99.8
Mahalanobis2021.06		1.81	2.23	1.36	99.74	99.75	99.77
En-AE2021.06		2.09	0	1.33	99.83	99.89	99.74
DRM+L-Mahalanobis2021.06		2.09	0.32	2.01	99.7	99.82	99.5
Mahalanobis2021.06		3.85	8.06	2.94	99.47	99.45	99.49
En-AE2021.06		4.37	3.59	4	98.12	98.92	95.34
G-ODIN2021.06		8.01	13.44	6.02	98.11	98.76	97.32
ODIN2021.06		8.36	14.39	6.15	98	98.68	97.18
Confidence2021.06		8.52	12.92	8.36	97.84	98.57	96.99
Entropy2021.06		8.84	13.75	8.16	97.93	98.62	97.14
G-ODIN2021.06		15.16	37.86	8.55	94.73	95.04	95.44
ODIN2021.06		16.93	39.04	9.64	93.81	93.99	94.53
Confidence2021.06		17.83	47.43	11.17	92.03	92.65	92.29
Entropy2021.06		18.05	45.04	10.77	92.44	92.94	92.99
En-ConGAN2021.06		19.74	86.33	15.54	81.79	89.35	60.2
En-ConGAN2021.06		63.05	99.87	49.1	30.88	34.47	45.7