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Image Classification on OfficeHome

92.59Average Accuracy

SGD-DualOpt_Fine-tune

Updated 5d ago

Evaluation Results

Method
SGD-DualOpt_Fine-tune 2026.04	92.59	-	-	-	-	-
Linear 2026.04	92.4	-	-	-	-	-
VPT 2026.04	92.31	-	-	-	-	-
Full 2026.04	91.78	-	-	-	-	-
CRPL 2025.06	91.1	89.7	83.2	95.9	95.5	-
L2-SP 2026.04	90.61	-	-	-	-	-
Adam-DualOpt_Fine-tune 2026.04	89.05	-	-	-	-	-
PGA 2025.06	88.4	87.5	77.2	94.5	94.5	-
LoRA 2026.04	87.65	-	-	-	-	-
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	-
VPT 2026.04	86.48	-	-	-	-	-
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	-
L2-SP 2026.04	84.74	-	-	-	-	-
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	-
LoRA 2026.04	84.65	-	-	-	-	-
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	-
Full 2026.04	84.39	-	-	-	-	-
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	-	-	-	-	-
Linear 2026.04	79.96	-	-	-	-	-
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	-	-	-	-	-

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