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ResearchFormerly WizWand

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