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Domain Generalization on PACS (leave-one-domain-out)

97.85Art Accuracy

FedRoD+FOOGD

Updated 4d ago

Evaluation Results

Method
FedRoD+FOOGD 2024.10	97.85	92.31	93.01	50.95	83.53
FedAvg+FOOGD 2024.10	97.46	89.32	91.48	41.4	79.92
FedAvg 2024.10	97.21	62.58	91	35.28	71.52
FedT3A 2024.10	97.13	75.71	93.21	37.4	75.86
FedTHE 2024.10	96.17	90.72	93.57	29.14	77.4
FedRoD 2024.10	93.45	88.85	89.34	29.95	75.39
AHA 2024.10	92.6	93.5	98.7	86.1	92.7
FACT 2021.05	90.89	83.65	97.78	86.17	89.62
FACT 2022.03	90.89	83.65	97.78	86.17	89.62
CIRL 2022.03	90.67	84.3	97.84	87.68	90.12
HYPO 2024.10	90.5	84.6	97.7	83.2	89
STNP 2023.03	90.35	84.2	96.73	85.18	89.11
Inference-time Label-Preserving Target Projections 2021.03	90.25	85.19	98.97	86.2	90.15
DCG 2023.03	90.24	85.12	97.76	86.31	89.84
PCL 2023.03	90.2	83.9	98.1	82.6	88.7
FACT 2021.05	89.63	81.77	96.75	84.46	88.15
FACT 2021.05	89.63	81.77	96.75	84.46	88.15
FACT 2023.03	89.63	81.77	96.75	84.46	88.15
DDG 2023.03	88.9	85	97.2	84.3	88.9
VNE 2024.10	88.6	79.9	96.7	82.3	86.9
CORAL 2024.10	88.3	80	97.5	78.8	86.2
SelfReg 2024.10	87.9	79.4	96.8	78.3	85.6
GVRT 2024.10	87.9	-	98.2	75.7	85.1
RSC 2021.05	87.89	82.16	97.92	83.35	87.83
RSC 2021.05	87.89	82.16	97.92	83.35	87.83
RSC 2021.03	87.89	82.16	97.92	83.85	87.83
RSC 2023.03	87.89	82.16	97.92	83.35	87.83
MTL 2024.10	87.5	77.1	96.4	77.3	84.6
SagNet 2024.10	87.4	80.7	97.1	80	86.3
MetaReg 2021.05	87.2	79.2	97.6	70.3	83.6
MetaReg 2021.05	87.2	79.2	97.6	70.3	83.6
MetaReg 2022.03	87.2	79.2	97.6	70.3	83.6
DSON 2021.03	87.04	80.62	95.99	82.9	86.64
FedIIR 2024.10	86.86	80.29	88.98	31.38	71.88
ARM 2024.10	86.8	76.8	97.4	79.3	85.1
Mixstyle 2024.10	86.8	79	96.6	78.5	85.2
EISNet 2021.05	86.64	81.53	97.11	78.07	85.84
EISNet 2021.05	86.64	81.53	97.11	78.07	85.84
EISNet 2021.03	86.64	81.53	97.11	78.07	85.84
EISNet 2022.03	86.64	81.53	97.11	78.07	85.84
DANN 2024.10	86.4	77.4	97.3	73.5	83.7
Inference-time Label-Preserving Target Projections 2021.03	86.39	81.26	97.15	81.79	86.65
I-Mixup 2024.10	86.1	78.9	97.6	75.8	84.6
MMD 2024.10	86.1	79.4	96.6	76.5	84.7
CIRL 2023.04	86.08	80.59	95.93	82.67	86.32
VREX 2024.10	86	79.1	96.9	77.7	84.9
DCG 2023.03	85.94	80.76	96.41	82.08	86.3
FACT 2021.05	85.9	79.35	96.61	80.89	85.69
MatchDG 2022.03	85.61	82.12	97.94	78.76	86.11
MLDG 2024.10	85.5	80.1	97.4	76.6	84.9
RSC 2024.10	85.4	79.7	97.6	78.2	85.2
FACT 2021.05	85.37	78.38	95.15	79.15	84.51
FACT 2021.05	85.37	78.38	95.15	79.15	84.51
FACT 2023.03	85.37	78.38	95.15	79.15	84.51
FACT 2023.04	85.37	78.38	95.15	79.15	84.51
Meta-Causal Learning (Ours) 2023.04	85.3	80.93	96.53	85.24	87
DeepAll 2021.05	84.94	76.98	97.64	76.75	84.08
DeepAll 2021.05	84.94	76.98	97.64	76.75	84.08
DeepAll 2022.03	84.94	76.98	97.64	76.75	84.08
DeepAll 2023.03	84.94	76.98	97.64	76.75	84.08
IRM 2024.10	84.8	76.4	96.7	76.1	83.5
ERM 2024.10	84.7	80.8	97.2	79.3	85.5
DSON 2021.03	84.67	77.65	95.87	82.23	85.11
CDANN 2024.10	84.6	75.5	96.8	73.5	82.6
STNP 2023.03	84.41	79.25	94.93	83.27	85.47
DDAIG 2021.05	84.2	78.1	95.3	74.7	83.1
DDAIG 2021.05	84.2	78.1	95.3	74.7	83.1
DDAIG 2023.03	84.2	78.1	95.3	74.7	83.1
DDAIG 2023.04	84.2	78.1	95.3	74.7	83.1
MixStyle 2023.03	84.1	78.8	96.1	75.9	83.7
RSC (our imple.) 2021.05	83.92	79.52	95.15	82.2	85.2
RSC 2021.05	83.92	79.52	95.15	82.2	85.2
MetaReg 2021.05	83.7	77.2	95.5	70.3	81.7
MetaReg 2021.05	83.7	77.2	95.5	70.3	81.7
MetaReg 2023.04	83.7	77.2	95.5	70.3	81.7
DSU 2023.03	83.6	79.6	95.8	77.6	84.1
GroupDRO 2024.10	83.5	79.1	96.7	78.3	84.4
RSC 2021.05	83.43	80.31	95.99	80.85	85.15
RSC 2021.05	83.43	80.31	95.99	80.85	85.15
RSC 2021.03	83.43	80.31	95.99	80.85	85.15
RSC 2023.03	83.43	80.31	95.99	80.85	85.15
RSC 2023.04	83.43	80.31	95.99	80.85	85.15
L2A-OT 2021.05	83.3	78.2	96.2	73.6	82.8
L2A-OT 2021.05	83.3	78.2	96.2	73.6	82.8
L2A-OT 2021.03	83.3	78.2	96.2	73.6	82.8
L2A-OT 2023.03	83.3	78.2	96.2	73.6	82.8
L2A-OT 2023.04	83.3	78.2	96.2	73.6	82.8
MASF 2021.05	82.89	80.49	95.01	72.29	82.67
MASF 2021.05	82.89	80.49	95.01	72.29	82.67
MASF 2021.03	82.89	80.49	95.01	72.29	82.67
MASF 2022.03	82.89	80.49	95.01	72.29	82.67
Epi-FCR 2021.05	82.1	77	93.9	73	81.5
Epi-FCR 2021.05	82.1	77	93.9	73	81.5
Epi-FCR 2023.04	82.1	77	93.9	73	81.5
EISNet 2021.05	81.89	76.44	95.93	74.33	82.15
EISNet 2021.05	81.89	76.44	95.93	74.33	82.15
EISNet 2021.03	81.89	76.44	95.93	74.33	82.15
EISNet 2023.04	81.89	76.44	95.93	74.33	82.15
L2D 2023.04	81.44	79.56	95.51	80.58	84.27
MatchDG 2023.04	81.32	80.7	96.53	79.72	84.57

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