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Image Classification on OfficeHome

91.1Average Accuracy

CRPL

Updated 1mo ago

Evaluation Results

Method
CRPL 2025.06	91.1	89.7	83.2	95.9	95.5
PGA 2025.06	88.4	87.5	77.2	94.5	94.5
TPT 2024.06	86.72	86.76	74.76	92.42	92.95
TPT 2024.06	86.72	86.76	74.76	92.42	92.95
WATT-S 2024.06	86.45	84.43	75.43	91.88	94.06
WATT-S 2024.06	86.45	84.43	75.43	91.88	94.06
Zero-Shot 2025.06	86.1	86.6	72.4	92.8	92.7
TENT 2024.06	84.71	82.61	72.51	90.97	92.75
TENT 2024.06	84.71	82.61	72.51	90.97	92.75
CLIP 2024.06	84.58	82.47	72.2	90.94	92.72
CLIPARTT 2024.06	84.58	82.35	72.41	90.94	92.63
CLIP 2024.06	84.58	82.47	72.2	90.94	92.72
CLIPARTT 2024.06	84.58	82.35	72.41	90.94	92.63
TPT 2024.06	81.91	81.97	67.01	89	89.66
WATT-P 2024.06	81.82	80.37	68.59	88.15	90.18
WATT-S 2024.06	81.71	80.43	68.26	88.02	90.14
FedSelect 2024.04	80.51	-	-	-	-
TENT 2024.06	80.47	79.26	65.64	87.49	89.5
CLIPARTT 2024.06	80.42	79.34	65.69	87.35	89.29
CLIP 2024.06	80.28	79.3	65.15	87.34	89.31
FedRep 2024.04	80.07	-	-	-	-
M-CRPL 2025.06	78.9	76.8	63.5	87.6	87.5
LG-FedAvg 2024.04	78.75	-	-	-	-
Ditto 2024.04	77.99	-	-	-	-
CRPL 2025.06	77.6	76.6	60.4	86.5	86.8
FedAvg + FT 2024.04	76.84	-	-	-	-
Local Only 2024.04	75.6	-	-	-	-
MPGA 2025.06	75.5	74.8	56	85.2	86
MPA 2025.06	75.4	74.8	54.9	86.2	85.7
PGA 2025.06	74.5	74.1	53.9	84.4	85.6
FedAvg 2024.04	74.35	-	-	-	-
GMOE-S/16 2022.06	74.2	-	-	-	-
MFSAN 2025.06	74.1	72.1	62	80.3	81.8
DAPL 2025.06	72.8	72.8	51.9	82.6	83.7
DAN 2025.06	72.4	68.5	59.4	79	82.5
DANN 2025.06	72.4	68.4	59.1	79.5	82.7
Simple Prompt 2025.06	72.4	70.7	52.9	82.9	83.9
D-CORAL 2025.06	72.2	68.1	58.6	79.5	82.7
SIMpDA 2025.06	72.2	70.8	56.3	80.2	81.5
ERM 2022.06	72.2	-	-	-	-
CLIP 2025.06	71.4	71.2	50.4	81.4	82.6
MDDA 2025.06	71	66.7	62.3	79.5	79.6
SWAD 2022.06	70.6	-	-	-	-
MIRO 2022.06	70.5	-	-	-	-
EVIL-SAM 2025.12	70.3	-	-	-	-
D-GAP 2025.11	70.22	64.82	55.21	77.76	83.08
CORAL-SAM 2025.12	69.3	-	-	-	-
mDSDI 2021.10	69.2	-	-	-	-
SagNet-SAM 2025.12	69.2	-	-	-	-
FedPer 2024.04	69.01	-	-	-	-
CORAL 2021.10	68.7	-	-	-	-
TSD 2023.03	68.67	-	-	-	-
DANN 2022.06	68.6	-	-	-	-
CORAL 2022.06	68.6	-	-	-	-
FISH 2022.06	68.6	-	-	-	-
Fishr 2022.06	68.6	-	-	-	-
T3A 2023.03	68.29	-	-	-	-
Mixup 2021.10	68.1	-	-	-	-
SagNets 2021.10	68.1	-	-	-	-
Tent 2023.03	67.96	-	-	-	-
Su et al. (2024) 2025.11	67.71	64.13	54.83	75.6	75.36
MMD 2022.06	67.7	-	-	-	-
ERM 2022.06	67.5	-	-	-	-
SEPL 2025.12	67.5	62	55.2	75.7	77
UniStyle 2022.11	67.4	60.8	57.1	75.3	76.5
SHOT-IM 2023.03	67.39	-	-	-	-
ERM 2023.03	67.37	-	-	-	-
PL 2023.03	67.13	-	-	-	-
MRM-SAM 2025.12	67	-	-	-	-
MLDG 2021.10	66.8	-	-	-	-
SAM (2023) 2025.11	66.75	60.79	55.47	74.37	76.37
AGST (2025) 2025.11	66.66	62.5	53.87	74.57	75.7
FedPAC 2024.04	66.61	-	-	-	-
FACT (2023) 2025.11	66.56	60.34	54.85	74.48	76.55
ERM 2021.10	66.5	-	-	-	-
FACT 2022.11	66.5	60.3	54.8	74.4	76.5
MTL 2021.10	66.4	-	-	-	-
VREX 2021.10	66.4	-	-	-	-
MMD 2021.10	66.3	-	-	-	-
ERM++ 2025.12	66.3	61.3	53.1	74.7	76
ETA 2023.03	66.21	-	-	-	-
LAME 2023.03	66.19	-	-	-	-
BN 2023.03	66.1	-	-	-	-
GroupDRO 2021.10	66	-	-	-	-
DANN 2021.10	65.9	-	-	-	-
CDANN 2021.10	65.8	-	-	-	-
StyleNeophile 2022.11	65.8	59.5	55	73.5	75.5
FedBABU 2024.04	65.63	-	-	-	-
L2A-OT 2022.11	65.6	60.6	50.1	74.8	77
SparseIRM-SAM 2025.12	65.6	-	-	-	-
DDAIG 2020.03	65.5	59.2	52.3	74.6	76
RSC 2021.10	65.5	-	-	-	-
MixStyle 2022.11	65.5	58.7	53.4	74.2	75.9
CCSA 2020.03	64.9	59.9	49.9	74.1	75.7
TSD 2023.03	64.83	-	-	-	-
ARM 2021.10	64.8	-	-	-	-
DeepAll 2025.11	64.72	57.88	52.72	73.5	74.8
Vanilla 2020.03	64.7	58.9	49.4	74.3	76.2
ResNet-18 2022.11	64.7	58.9	49.4	74.3	76.2
CrossGrad 2020.03	64.4	58.4	49.4	73.9	75.8

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