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Distribution Alignment on ImageNet (train)

1.29FD

DRL (λ*)

Updated 1mo ago

Evaluation Results

Method
DRL (λ*) 2026.06	1.29	0.61	72.8	64	1.092	95.7
Base 2026.06	1.31	0.43	71.9	64.3	1.066	95.6
DRL (λ=1, R1=0) 2026.06	1.38	0.82	73.6	63.2	1.114	95.7
DRL (λ=1, R1=0) 2026.06	2.14	1.16	71.9	61.1	1.072	94.3
DRL (λ*) 2026.06	2.14	1.16	71.9	61.1	1.072	94.3
DRL (λ=1, R1=0) 2026.06	2.62	0.85	71.3	59.7	1.068	93.7
DRL (λ*) 2026.06	2.62	0.85	71.3	59.7	1.068	93.7
DRL (λ*) 2026.06	2.73	0.61	69.9	61.6	1.001	93
DRL (λ=1, R1=0) 2026.06	3.72	0.79	65.2	64.5	0.871	90.5
DRL (λ*) 2026.06	4.49	2.75	76.9	68.4	0.886	87.7
DRL (λ=1, R1=0) 2026.06	5.71	4.21	74.2	69.8	0.821	85.9
Base 2026.06	6.48	2.94	60	68.7	0.75	87.2
Base 2026.06	6.66	5.2	73.1	69.7	0.802	84.9
Base 2026.06	7.16	2.81	58.8	66.4	0.714	86
DRL (λ*) 2026.06	9.13	19.68	84.4	51.8	1.2	91.9
Base 2026.06	9.38	5.27	58.6	67.5	0.719	84.3
DRL (λ=1, R1=0) 2026.06	9.53	19.3	83	53.5	1.143	91.5
Base 2026.06	10.19	20.64	82.2	54.1	1.118	91
DRL (λ*) 2026.06	11.32	8.13	75.4	47	0.862	81
DRL (λ*) 2026.06	12.77	23.97	82.3	44.9	1.138	87.4
DRL (λ=1, R1=0) 2026.06	14.34	28.71	79.5	47	1.033	86.4
DRL (λ*) 2026.06	15.58	10.88	79.1	38.6	1.066	82.7
DRL (λ*) 2026.06	16.9	30.2	81.7	38.2	1.128	84.3
DRL (λ*) 2026.06	19.25	10.9	78.1	27.8	1.019	74.9
DRL (λ=1, R1=0) 2026.06	20.17	40.37	77.6	41.7	0.977	82.3
DRL (λ*) 2026.06	20.6	9.31	73.4	75.9	0.849	88.2
DRL (λ*) 2026.06	20.99	45.97	85.6	30.2	1.27	87.5
DRL (λ=1, R1=0) 2026.06	23.66	21.87	65.1	46.4	0.735	71.1
DRL (λ=1, R1=0) 2026.06	29.43	28.16	66	41.2	0.855	76.3
DRL (λ=1, R1=0) 2026.06	29.72	71.41	80.2	31.5	1.03	83.3
DRL (λ=1, R1=0) 2026.06	30.17	22	68.9	78.1	0.737	84.9
Base 2026.06	31.56	79.18	72.9	45.6	0.809	76.9
Base 2026.06	33.89	33.84	62	42.8	0.749	63.6
Base 2026.06	37.47	29.75	66.9	78.7	0.692	83.2
Base 2026.06	39.41	100.22	77.2	29.7	0.921	77.9
DRL (λ*) 2026.06	40.33	23.77	72.1	61.5	0.877	82.9
Base 2026.06	42.59	108.37	71.2	39.5	0.761	70
DRL (λ*) 2026.06	42.84	21.31	70.9	62.2	0.847	82.5
DRL (λ=1, R1=0) 2026.06	43.76	46.23	58.1	34.7	0.754	64.7
DRL (λ*) 2026.06	54.37	22.62	73.3	51	0.92	78.2
DRL (λ=1, R1=0) 2026.06	58.33	45.83	64.4	65.3	0.693	77.3
Base 2026.06	63.87	77.62	54	38.5	0.848	59.7
Base 2026.06	88.22	117.44	47	31.4	0.803	45.3
DRL (λ=1, R1=0) 2026.06	95.51	81.43	56.4	60.9	0.545	65.9
DRL (λ=1, R1=0) 2026.06	97.33	89.2	56.8	65.9	0.545	69
Base 2026.06	148.03	153.22	51.5	64.8	0.463	59.6
Base 2026.06	159.46	163.05	51.7	66.8	0.465	60.6
Base 2026.06	241.93	276.55	46.9	62.1	0.399	45.1