Image Classification on ImageNet-GLT CBL 1k (test) benchmark leaderboard · SOTA2 Research

Image Classification on ImageNet-GLT CBL 1k (test)

69.35Accuracy (Manyc)RandAug + IFL

Evaluation Results

Method	Links
RandAug + IFL2022.07		69.35	49.42	48.05	63.19	26.92	66.04	53.4	58.11
Mixup + IFL2022.07		67.71	47.77	45.87	62.58	24.71	67.77	51.43	57.44
RIDE + IFL2022.07		67.54	67.13	51.92	51.72	37.84	38.46	52.44	53.17
RandAug + IFL2022.07		67.39	66.81	51.55	51.28	37.47	37.97	52.14	52.74
Mixup + IFL2022.07		65.9	65.88	49.43	49.43	35.4	35.89	50.24	51.04
RIDE + IFL2022.07		65.68	54.13	50.82	56.22	31.91	52.1	53.93	54.76
RandAug2022.07		64.96	42.63	40.3	59.1	15.2	56.6	46.4	52.13
RIDE2022.07		64.04	51.91	48.66	53.21	30.44	46.25	52.08	51.65
TADE + IFL2022.07		63.5	62.67	48.03	47.32	34.69	34.52	48.74	48.78
RIDE2022.07		63.48	61.42	45.62	44.16	32.59	32.26	47.24	46.67
Baseline + IFL2022.07		62.71	42.98	40.1	56.83	18.92	61.92	45.97	52.06
TADE2022.07		62.63	61.91	45.84	45.21	32.82	32.82	47.1	47.32
RandAug2022.07		62.35	61.25	45.04	44.27	31.47	31.26	46.29	46.32
TADE + IFL2022.07		61.71	55.59	48.87	53.42	34.02	40.93	51.78	52.41
Deconfound-TDE2022.07		61.64	42.74	43.8	54.44	13.94	55.12	46.46	49.86
LWS + IFL2022.07		61.5	45.43	43.79	52.85	23.86	55.58	47.89	50.29
Baseline IFL2022.07		61.38	60.78	44.79	44.21	31.49	31.98	45.89	46.42
CRT + IFL2022.07		61.27	45.84	43.96	51.67	24.32	53.64	47.94	49.63
LWS + IFL2022.07		61.19	60.45	44.66	44.07	31.43	31.91	45.76	46.25
CRT + IFL2022.07		61.12	60.25	44.26	43.65	31.02	31.31	45.47	45.81
BBN2022.07		60.9	60.17	41.08	40.81	27.79	28.26	43.26	43.86
BLSoftmax + IFL2022.07		60.19	59.46	43.54	43.14	30.85	31.46	44.86	45.43
Mixup2022.07		59.68	37.96	30.83	55.74	7.09	34.33	38.81	45.41
Baseline2022.07		59.34	39.08	36.95	52.87	14.39	56.65	42.52	47.92
LDAM2022.07		59.05	45.39	43.23	48.8	24.44	44.99	46.74	46.86
LDAM2022.07		59.04	56.51	40.96	39.21	27.96	27.22	42.66	41.8
Mixup2022.07		58.71	58.04	40.09	38.99	27.52	27.54	42.11	42.42
TADE2022.07		58.44	56.38	48.01	51.41	36.6	41.08	50.47	51.85
BLSoftmax + IFL2022.07		58	53.7	44.7	51.73	33.49	37.58	48.34	50.39
CRT2022.07		57.45	56.28	39.72	38.65	27.58	27.35	41.59	41.43
Deconfound-TDE2022.07		57.1	56.58	39.8	40.08	27.29	27.96	41.4	42.36
Logit-Adj + IFL2022.07		56.96	56.22	46.54	50.1	36.88	33.29	49.26	50.02
Baseline2022.07		56.95	55.83	40.11	39.17	28.12	28.16	41.73	41.74
LWS2022.07		56.95	55.85	40.11	39.3	28.03	27.98	41.7	41.71
CRT2022.07		56.55	45.79	42.89	46.23	26.67	41.47	45.92	45.34
BLSoftmax2022.07		56.48	55.56	39.81	38.96	27.64	27.6	41.32	41.37
Logit-Adj2022.07		55.6	48.19	42.74	47.27	28.79	38.14	45.79	46.27
LWS2022.07		55.38	46.67	43.91	46.87	30.11	40.92	46.43	45.9
BLSoftmax2022.07		54.94	49.27	43.18	43.91	28.64	33.4	45.7	44.48
BBN2022.07		54.55	49.7	44.4	45.05	31.53	36.04	46.53	45.56