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Domain Generalization on DomainBed v1.0

82.3Average Accuracy

CLIP S + CAD

Updated 4d ago

Evaluation Results

Method
CLIP S + CAD 2021.12	82.3	-	-	-	-	-	-
CLIP L + CAD 2021.12	81.6	-	-	-	-	-	-
CLIP S + Base 2021.12	81.3	-	-	-	-	-	-
CLIP S 2021.12	81.1	-	-	-	-	-	-
CLIP S 2021.12	80.9	-	-	-	-	-	-
CLIP L 2021.12	80.7	-	-	-	-	-	-
CDANN 2021.12	79.9	-	-	-	-	-	-
DANN 2021.12	79.7	-	-	-	-	-	-
Mixup 2021.12	78.1	-	-	-	-	-	-
VREx 2021.12	78.1	-	-	-	-	-	-
CAD 2021.12	78	-	-	-	-	-	-
MMD 2021.12	77.9	-	-	-	-	-	-
VL2V-SD 2023.10	77.73	96.68	83.25	87.38	58.54	62.79	89.99
CORAL 2021.12	77.7	-	-	-	-	-	-
ERM 2021.12	77.6	-	-	-	-	-	-
GroupDRO 2021.12	77.4	-	-	-	-	-	-
IRM 2021.12	76.9	-	-	-	-	-	-
MIRO 2023.10	76.66	96.44	82.3	84.8	59.3	60.47	91
SAGM 2023.10	75.49	94.31	82.05	83.4	58.64	59.05	89.74
MIRO 2023.10	73.72	95.6	81.32	83.36	54.3	54	89.32
DART 2023.10	73.06	93.43	80.38	80.93	51.24	59.32	89.25
EoQ 2024.10	72.9	93.5	80.3	80.3	55.6	54.8	-
VL2V-SD 2023.10	72.73	95.67	82.67	85.44	41.18	58.71	89.5
EoA 2024.10	72.7	93.2	80.4	80.2	55.2	54.6	-
SAGM 2023.10	72.41	90.61	81.11	81.11	54.29	53.59	89.56
LP-FT 2023.10	71.85	92.92	80.88	81.17	47.26	57.04	88.97
QT-DOG 2024.10	71.8	92.9	79.2	78.9	54.1	53.9	-
SMA 2024.10	71.6	92.7	79.7	78.6	53.3	53.5	-
CLIPood 2023.10	71.55	93.16	77.19	83.31	46.28	57.78	89.9
RISE 2023.10	71.45	93.25	80.62	78.39	49.61	55.37	87.91
ERM Ens. 2024.10	71.1	91.2	80.3	77.8	53.5	52.8	-
SWAD 2023.10	70.87	94.35	79.13	81.01	42.92	57.92	89.05
Zero-shot 2023.10	70.6	96.5	82.3	82.4	34.1	57.7	-
DART 2023.10	69.76	91.45	77.04	77.35	46.41	56.53	88.65
FLYP 2023.10	69.65	92.97	75.89	75.25	40.22	48.9	84.66
DINO + CAD 2021.12	69.6	-	-	-	-	-	-
DiWA† 2022.05	68	89	78.6	72.8	51.9	47.7	-
ERM 2024.10	67.7	88.7	79	70.9	51.4	48.1	-
DiWA 2022.05	67.6	88.7	78.4	72.1	51.4	47.4	-
DiWA 2022.05	67.5	88	78.5	71.5	51.6	47.7	-
AdaClust 2021.12	67.2	89.2	79.6	69.4	50.6	46.7	-
ENS 2022.05	67.2	88.1	78.5	71.7	50.8	47	-
LP-FT 2023.10	67.14	86.28	77.1	69.72	36.04	49	84.72
ENS 2022.05	67.1	88	78.7	70.5	51	47.4	-
DiWA† 2022.05	67.1	89	79.4	71.6	49	46.3	-
MA 2022.05	67.1	87.8	78.5	71.5	51.4	46.6	-
DiWA 2022.05	67	87.9	79.2	70.5	50.5	46.7	-
SWAD 2022.05	66.9	88.1	79.1	70.6	50	46.5	-
RISE 2023.10	66.81	91.65	81.18	70.28	40.15	50.81	85.21
DENS 2022.05	66.8	87.6	78.5	70.8	49.2	47.7	-
DiWA 2022.05	66.8	88.8	79.1	71	48.9	46.1	-
MA 2022.05	66.6	87.9	78.4	70.3	49.9	46.4	-
ERM 2021.12	66.5	87.8	78.8	69.8	50.2	46	-
MA 2022.05	66.5	87.5	78.2	70.6	50.3	46	-
ERM 2022.05	65.6	85.9	78.1	69.4	50.4	44.3	-
CLIPood 2023.10	65.23	79.61	78.32	67.51	35.68	47.72	82.52
AdaClust 2021.12	64.9	87	78.9	67.7	48.1	43.3	-
Coral 2022.05	64.6	86.2	78.8	68.7	47.6	41.5	-
ERM 2022.05	64.6	85.5	77.6	67.4	48.3	44.1	-
DA-ERM 2021.12	64.1	84.1	78	67.9	47.3	43.6	-
CORAL 2021.12	63.8	83.3	77.3	68.6	47.7	42.1	-
FLYP 2023.10	63.72	78.53	66.64	82.76	33.25	57.41	78.94
Mixup 2021.12	63.3	83.9	78.2	68.3	46.2	40.2	-
ERM 2022.05	63.3	85.5	77.5	66.5	46.1	40.9	-
MLDG 2021.12	63	82.6	76.8	67.7	46	42.2	-
ERM 2021.12	62.9	83.2	76.7	67.2	46.2	41.1	-
RSC 2021.12	62.8	87.7	75.3	64.1	45.7	41.2	-
MMD 2021.12	62.2	83.1	76.1	67.3	45.8	38.7	-
IRM 2021.12	61.2	82.8	76.9	67	43.8	35.7	-
DRO 2021.12	60.4	83.3	77.3	66.8	42	33	-
C-DANN 2021.12	60.1	81.4	73.8	64.2	40.9	29.5	-