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Image Classification on ImageNet-LT (LT Sampling Evaluation)

70.09Top-1 Acc (Forward-LT, IR=50)

DirMixE

Updated 4d ago

Evaluation Results

Method	Links
DirMixE 2024.05		70.09	68.46	65.93	63.22	60.5	58.61	57.27	55.27	55.04	55.38	55.33	60.46
SADE 2024.05		69.93	68.19	66.02	63.53	60.94	59	57.53	55.91	54.6	53.58	53.15	60.22
BalPoE 2024.05		69.66	68.28	65.87	63.77	60.91	58.95	57	55.22	53.85	52.59	51.88	59.82
SADE 2021.07		69.4	67.4	65.4	63	60.6	58.8	57.1	55.5	54.5	53.7	53.1	-
SADE 2021.07		69.4	67.4	65.4	63	60.6	58.8	57.1	55.5	54.5	53.7	53.1	-
RIDE 2021.07		67.6	66.3	64	61.7	58.9	56.3	54	51	48.7	46.2	44	-
RIDE 2021.07		67.6	66.3	64	61.7	58.9	56.3	54	51	48.7	46.2	44	-
Softmax 2021.07		66.1	63.8	60.3	56.6	52	48	43.9	38.6	34.9	30.9	27.6	-
Softmax 2021.07		66.1	63.8	60.3	56.6	52	48	43.9	38.6	34.9	30.9	27.6	-
LADE 2021.07		65.8	63.8	60.6	57.5	54.5	52.3	50.4	48.8	48.6	49	49.2	-
LADE 2021.07		65.8	63.8	60.6	57.5	54.5	52.3	50.4	48.8	48.6	49	49.2	-
RIDE 2024.05		64.98	63.73	62.2	60.15	57.09	54.98	52.53	49.59	47.75	44.86	42.88	54.61
LADE 2024.05		63.92	62.41	60.17	57.91	54.98	52.71	50.29	47.1	45.19	42.89	40.55	52.56
LADE 2021.07		63.4	62.1	59.9	57.4	54.6	52.3	49.9	46.8	44.9	42.7	40.7	-
LADE 2021.07		63.4	62.1	59.9	57.4	54.6	52.3	49.9	46.8	44.9	42.7	40.7	-
BS 2021.07		63.2	61.9	59.5	57.2	54.4	52.3	50	47	45	42.3	40.8	-
BS 2021.07		63.2	61.9	59.5	57.2	54.4	52.3	50	47	45	42.3	40.8	-
LDAM 2024.05		63.18	61.31	58.1	55.29	51.28	47.92	44.63	40.19	37.11	33.8	31.17	47.63
MISLAS 2021.07		61.6	60.4	58	56.3	53.7	51.4	49.2	46.1	44	41.5	39.5	-
MiSLAS 2021.07		61.6	60.4	58	56.3	53.7	51.4	49.2	46.1	44	41.5	39.5	-
LA 2024.05		60.57	59.83	57.63	55.64	52.92	50.66	48.39	45.43	43.35	41.08	39.07	50.42
VS 2024.05		60.27	59.33	57.77	56.05	53.76	52.2	50.42	48.36	46.64	44.97	43.55	52.12
DDC 2024.05		59.49	58.37	57.02	55.16	53.15	51.32	49.45	47.39	45.53	44.1	42.46	51.22