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

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

60.79Accuracy (Manyc)RandAug + IFL

Evaluation Results

Method	Links
RandAug + IFL2022.07		60.79	42.41	39.07	55.15	20.04	57.9	44.9	50.47
Mixup + IFL2022.07		59.36	40.95	36.77	54.67	18.06	55.1	43	49.25
RIDE + IFL2022.07		57.84	47	41.8	48.65	24.63	42.96	45.64	47.14
RandAug2022.07		56.36	35.97	31.43	51.13	10.36	48.92	38.24	44.74
RIDE2022.07		55.47	44.55	38.65	44.26	22.8	37.26	43	43.32
Baseline + IFL2022.07		54.09	36.74	31.73	49.03	13.62	51.42	37.96	44.47
TADE + IFL2022.07		53.75	48.73	39.9	45.28	26.77	35.34	43.47	45.17
LWS + IFL2022.07		53.21	38.92	34.99	44.44	17.42	45.9	39.64	42.45
CRT + IFL2022.07		52.75	39.11	35.14	43.36	17.92	43.35	39.6	41.65
Deconfound-TDE2022.07		52.41	35.58	34.31	46.38	10.06	44.43	37.91	41.77
Mixup2022.07		51.04	31.85	23.1	47.25	4.94	22.88	31.55	37.44
LDAM2022.07		51.02	38.78	34.13	40.39	18.46	35.91	38.54	39.08
Baseline2022.07		50.98	32.9	28.49	44.72	10.28	49.11	34.75	40.65
TADE2022.07		50.29	49.25	38.74	43.74	27.99	31.75	41.75	44.15
BLSoftmax + IFL2022.07		49.92	46.86	36.11	44.31	25.71	32.01	40.08	43.48
Logit-Adj + IFL2022.07		48.25	49.17	37.5	41.65	29	25.77	40.52	42.28
CRT2022.07		48.02	38.4	34.16	38.07	19.92	33.5	37.57	37.51
LWS2022.07		47.15	39.16	34.88	38.68	22.56	32.88	37.94	38.01
Logit-Adj2022.07		47.15	40.89	33.48	39.11	21.1	27.5	37.09	38.08
BLSoftmax2022.07		46.87	42.39	34.43	35.77	22.11	26.3	37.56	37
BBN2022.07		45.94	41.97	35.15	36.63	24.07	28.59	37.8	37.56