Image Classification on ImageNet-LT (LT Sampling Evaluation) benchmark leaderboard · SOTA2 Research

Image Classification on ImageNet-LT (LT Sampling Evaluation)

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

Evaluation Results

Method	Links
DirMixE2024.05		70.09	68.46	65.93	63.22	60.5	58.61	57.27	55.27	55.04	55.38	55.33	60.46
SADE2024.05		69.93	68.19	66.02	63.53	60.94	59	57.53	55.91	54.6	53.58	53.15	60.22
BalPoE2024.05		69.66	68.28	65.87	63.77	60.91	58.95	57	55.22	53.85	52.59	51.88	59.82
SADE2021.07		69.4	67.4	65.4	63	60.6	58.8	57.1	55.5	54.5	53.7	53.1	—
SADE2021.07		69.4	67.4	65.4	63	60.6	58.8	57.1	55.5	54.5	53.7	53.1	—
RIDE2021.07		67.6	66.3	64	61.7	58.9	56.3	54	51	48.7	46.2	44	—
RIDE2021.07		67.6	66.3	64	61.7	58.9	56.3	54	51	48.7	46.2	44	—
Softmax2021.07		66.1	63.8	60.3	56.6	52	48	43.9	38.6	34.9	30.9	27.6	—
Softmax2021.07		66.1	63.8	60.3	56.6	52	48	43.9	38.6	34.9	30.9	27.6	—
LADE2021.07		65.8	63.8	60.6	57.5	54.5	52.3	50.4	48.8	48.6	49	49.2	—
LADE2021.07		65.8	63.8	60.6	57.5	54.5	52.3	50.4	48.8	48.6	49	49.2	—
RIDE2024.05		64.98	63.73	62.2	60.15	57.09	54.98	52.53	49.59	47.75	44.86	42.88	54.61
LADE2024.05		63.92	62.41	60.17	57.91	54.98	52.71	50.29	47.1	45.19	42.89	40.55	52.56
LADE2021.07		63.4	62.1	59.9	57.4	54.6	52.3	49.9	46.8	44.9	42.7	40.7	—
LADE2021.07		63.4	62.1	59.9	57.4	54.6	52.3	49.9	46.8	44.9	42.7	40.7	—
BS2021.07		63.2	61.9	59.5	57.2	54.4	52.3	50	47	45	42.3	40.8	—
BS2021.07		63.2	61.9	59.5	57.2	54.4	52.3	50	47	45	42.3	40.8	—
LDAM2024.05		63.18	61.31	58.1	55.29	51.28	47.92	44.63	40.19	37.11	33.8	31.17	47.63
MISLAS2021.07		61.6	60.4	58	56.3	53.7	51.4	49.2	46.1	44	41.5	39.5	—
MiSLAS2021.07		61.6	60.4	58	56.3	53.7	51.4	49.2	46.1	44	41.5	39.5	—
LA2024.05		60.57	59.83	57.63	55.64	52.92	50.66	48.39	45.43	43.35	41.08	39.07	50.42
VS2024.05		60.27	59.33	57.77	56.05	53.76	52.2	50.42	48.36	46.64	44.97	43.55	52.12
DDC2024.05		59.49	58.37	57.02	55.16	53.15	51.32	49.45	47.39	45.53	44.1	42.46	51.22