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Domain Generalization on VLCS (test)

83.7Average Accuracy

DiPrompT

Updated 4d ago

Evaluation Results

Method
DiPrompT 2024.03	83.7	84.16	69.23	99.7	81.72	-	-	-	-
ERM + T3A 2021.11	82.2	-	-	-	-	-	-	-	-
ERM + Tent* 2021.11	82.2	-	-	-	-	-	-	-	-
ERM + Pseudo Label* 2021.11	82.1	-	-	-	-	-	-	-	-
FedCLIP 2024.03	81.73	82.24	66.7	99.39	78.62	-	-	-	-
ERM 2021.11	81.4	-	-	-	-	-	-	-	-
CORAL + Pseudo Label* 2021.11	81.4	-	-	-	-	-	-	-	-
CORAL + Tent* 2021.11	81.3	-	-	-	-	-	-	-	-
CORAL 2021.11	81.2	-	-	-	-	-	-	-	-
ERM + Pseudo Label 2021.11	81.1	-	-	-	-	-	-	-	-
CLIP + DPL 2021.11	81	-	-	-	-	-	-	-	-
CORAL + T3A 2021.11	80.8	-	-	-	-	-	-	-	-
PromptFL 2024.03	80.53	78.54	65.36	99.49	78.75	-	-	-	-
ERM + SHOT 2021.11	80.4	-	-	-	-	-	-	-	-
ERM + SHOT** 2021.11	80.3	-	-	-	-	-	-	-	-
CORAL + Pseudo Label 2021.11	80	-	-	-	-	-	-	-	-
VAUE 2024.03	79.4	75.1	64.7	99	79.4	-	-	-	-
RICE 2022.03	79.3	-	69.2	98.3	74.6	-	75.1	69.2	-
ITL-NET 2024.03	78.9	75.1	65.4	98.3	76.8	-	-	-	-
CORAL + SHOT 2021.11	78.7	-	-	-	-	-	-	-	-
DANN 2022.03	78.6	-	65.1	99	73.1	-	77.2	65.1	-
IRM 2022.03	78.5	-	64.9	98.6	73.4	-	77.3	64.9	-
CORAL + SHOT** 2021.11	78.5	-	-	-	-	-	-	-	-
Fishr 2024.03	77.8	71.5	64	98.9	76.8	-	-	-	-
Mixup 2022.03	77.7	-	63.4	98.4	72.9	-	76.1	63.4	-
ERM 2022.03	77.5	-	64.3	97.7	73.4	-	74.6	64.3	-
FedGMA 2024.03	77.32	73.76	61.47	97.88	76.19	-	-	-	-
MTL 2022.03	77.2	-	64.3	97.8	71.5	-	75.3	64.3	-
SWAD* + BatchFormer 2022.03	76.9	-	-	-	-	-	-	-	-
GroupDRO 2022.03	76.7	-	63.4	97.3	69.5	-	76.7	63.4	-
FedProx 2024.03	76.34	73.75	61.55	94.55	75.52	-	-	-	-
Algorithm 1 Selection 2021.06	76.32	70.97	66.98	97.81	69.5	0.63	-	-	-
SWAD* 2022.03	76.3	-	-	-	-	-	-	-	-
Validation Accuracy Selection 2021.06	75.69	70.97	64.83	97.46	69.5	-	-	-	-
Inter-Source Stylization 2020.06	75.67	72.3	61.95	97.51	70.93	-	-	-	-
Probabilistic Stylization (Painting) 2020.06	75.62	72.04	61.97	97.81	70.67	-	-	-	-
Intra-Source Stylization 2020.06	75.53	72.28	61.57	97.51	70.76	-	-	-	-
RSC 2020.07	75.43	73.93	61.86	97.61	68.32	-	-	-	-
StableFDG 2023.11	75.3	73.6	59.2	98.13	70.27	-	-	-	-
FedAvg 2024.03	75.27	72.22	60.69	93.54	74.66	-	-	-	-
FedSR 2024.03	74.91	69.74	60.15	96.37	73.4	-	-	-	-
DSU 2023.11	74.64	71.8	58.77	96.13	71.87	-	-	-	-
MixStyle 2023.11	74.41	72.1	60.4	95.2	69.93	-	-	-	-
Intra-Source Stylization 2020.06	74.11	70.98	59.98	96.1	69.38	-	-	-	-
MASF 2020.06	74.11	69.14	64.9	94.78	67.64	-	-	-	-
MASF 2020.07	74.11	69.14	64.9	94.78	67.64	-	-	-	-
FedADG 2024.03	74.03	66.3	61.43	95.96	72.44	-	-	-	-
FedBN 2023.11	73.96	72.06	58.59	94.81	70.36	-	-	-	-
MMLD 2020.06	73.88	71.96	58.77	96.66	68.13	-	-	-	-
FedDG 2023.11	73.85	72.8	57.5	95.3	69.8	-	-	-	-
Inter-Source Stylization 2020.06	73.83	71.17	60.19	96.27	67.68	-	-	-	-
Probabilistic Stylization (Painting) 2020.06	73.77	69.81	58.9	96.57	69.82	-	-	-	-
FedSR 2023.11	73.75	70.75	60.5	92.1	71.65	-	-	-	-
FedAvg 2023.11	73.25	70.05	59.3	93.75	69.9	-	-	-	-
JiGen 2020.06	73.19	70.62	60.9	96.93	64.3	-	-	-	-
JiGen 2020.07	73.19	70.62	60.9	96.93	64.3	-	-	-	-
Epi-FCR 2020.06	72.9	67.1	64.3	94.1	65.9	-	-	-	-
Epi-FCR 2020.07	72.9	67.1	64.3	94.1	65.9	-	-	-	-
Baseline 2020.07	72.76	70.58	59.72	96.25	64.51	-	-	-	-
MMD-AAE 2020.06	72.28	67.7	62.6	94.9	64.9	-	-	-	-
CCST 2023.11	72.1	68.2	61.2	92.5	66.5	-	-	-	-
D-SAM 2020.06	67.03	58.59	56.95	91.75	60.84	-	-	-	-
ERM 2022.12	-	-	-	-	-	-	-	-	77.3
MLDG 2022.12	-	-	-	-	-	-	-	-	77.1
Fish 2022.12	-	-	-	-	-	-	-	-	77.8
CORAL 2022.12	-	-	-	-	-	-	-	-	78.8
SWAD 2022.12	-	-	-	-	-	-	-	-	79.1
EoA 2022.12	-	-	-	-	-	-	-	-	81.1
SEDGE 2022.12	-	-	-	-	-	-	-	-	82.2
CLIP 2022.12	-	-	-	-	-	-	-	-	75.9
CLIP (template) 2022.12	-	-	-	-	-	-	-	-	82.3
CoCoOp 2022.12	-	-	-	-	-	-	-	-	78.3
MetaPrompt 2022.12	-	-	-	-	-	-	-	-	81.7
MetaPrompt 2022.12	-	-	-	-	-	-	-	-	82
ERM 2023.09	-	-	-	-	-	-	-	-	73.2
Best SoTA competitor 2023.09	-	-	-	-	-	-	-	-	74.1
ERM 2023.09	-	-	-	-	-	-	-	-	77.4
Best SOTA competitor 2023.09	-	-	-	-	-	-	-	-	78.8
Ensemble 2023.09	-	-	-	-	-	-	-	-	78.5
SWAD 2023.09	-	-	-	-	-	-	-	-	79.1
EoA 2023.09	-	-	-	-	-	-	-	-	79.1
CLIP (Teacher) 2023.09	-	-	-	-	-	-	-	-	82.3
ERM + Hint 2023.09	-	-	-	-	-	-	-	-	78
ERM + Hint + AD 2023.09	-	-	-	-	-	-	-	-	78.5
ERM + Hint + RD 2023.09	-	-	-	-	-	-	-	-	78.2
RISE (ERM + Hint + AD + RD) 2023.09	-	-	-	-	-	-	-	-	78.6
ERM + Hint 2023.09	-	-	-	-	-	-	-	-	80.7
ERM + Hint + AD 2023.09	-	-	-	-	-	-	-	-	81.5
ERM + Hint + RD 2023.09	-	-	-	-	-	-	-	-	81.2
RISE (ERM + Hint + AD + RD) 2023.09	-	-	-	-	-	-	-	-	81.7
RISE (ERM + Hint + AD + RD + MT) 2023.09	-	-	-	-	-	-	-	-	82.4
ERM 2024.03	-	-	-	-	-	-	-	-	82.7
CORAL 2024.03	-	-	-	-	-	-	-	-	82
DANN 2024.03	-	-	-	-	-	-	-	-	83.2
CLIP 2024.03	-	-	-	-	-	-	-	-	82.3
DPL 2024.03	-	-	-	-	-	-	-	-	84.3
DAMP 2024.03	-	-	-	-	-	-	-	-	84.5