Image Classification on DomainNet
90.32AccuracyPEP-FedPT
Evaluation Results
| Method | Links | |
|---|---|---|
| PEP-FedPT2025.10 | 90.32 | |
| pFedPG2025.10 | 88.34 | |
| Fed-VPT-D2025.10 | 87.08 | |
| SGPT2025.10 | 86.55 | |
| FedPR2025.10 | 83.59 | |
| Fed-VPT2025.10 | 82.92 | |
| P-PT2025.10 | 82.89 | |
| Head2025.10 | 82.34 | |
| Full FTModel=ViT-Base2025.05 | 73.46 | |
| LoFTModel=ViT-Base, Rank=162025.05 | 71.97 | |
| LoRAModel=ViT-Base, Rank=162025.05 | 71.39 | |
| Manually AnnotatedType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 71.13 | |
| DoRAModel=ViT-Base, Rank=162025.05 | 70.18 | |
| LoFTModel=ViT-Base, Rank=82025.05 | 70.11 | |
| LoFTModel=ViT-Base, Rank=42025.05 | 69.32 | |
| Any-shift Prompting + TPTTest-time optimization=true, Backbone=ViT-B/162024.02 | 61.75 | |
| Any-shift PromptingTest-time optimization=false, Backbone=ViT-B/162024.02 | 60.93 | |
| CoOp + TPTTest-time optimization=true, Backbone=ViT-B/162024.02 | 60.65 | |
| CoCoOp + TPTTest-time optimization=true, Backbone=ViT-B/162024.02 | 60.44 | |
| TPTTest-time optimization=true, Backbone=ViT-B/162024.02 | 59.9 | |
| DPLTest-time optimization=false, Backbone=ViT-B/162024.02 | 59.86 | |
| CoCoOpTest-time optimization=false, Backbone=ViT-B/162024.02 | 59.43 | |
| CoOpTest-time optimization=false, Backbone=ViT-B/162024.02 | 58.82 | |
| CLIP-DTest-time optimization=false, Backbone=ViT-B/162024.02 | 56.24 | |
| HIRPG (+) CONANType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 54.85 | |
| CLIPTest-time optimization=false, Backbone=ViT-B/162024.02 | 54.08 | |
| LE (+) CONANType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 52.87 | |
| CHB (+) CONANType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 52.31 | |
| HIRPGType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 52.3 | |
| Noun SubmanifoldBackbone=CLIP ViT-B-32, Evaluation Protocol=Zero-shot2023.05 | 50.8 | |
| CLIPBackbone=CLIP ViT-B-32, Evaluation Protocol=Zero-shot2023.05 | 50.6 | |
| POS PCABackbone=CLIP ViT-B-32, Evaluation Protocol=Zero-shot2023.05 | 50.6 | |
| POS PGABackbone=CLIP ViT-B-32, Evaluation Protocol=Zero-shot2023.05 | 50.4 | |
| SC (+) CONANType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 49.64 | |
| GMOE-S/16Backbone=ViT-S/16, Selection Criterion=train-validation selection2022.06 | 48.7 | |
| TSDBackbone=ResNet-502023.03 | 47.73 | |
| LEType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 47.43 | |
| ERMBackbone=ViT-S/16, Selection Criterion=train-validation selection2022.06 | 47.3 | |
| SWADBackbone=ResNet-50, Selection Criterion=train-validation selection2022.06 | 46.5 | |
| SHOT-IMBackbone=ResNet-502023.03 | 46.3 | |
| T3ABackbone=ResNet-502023.03 | 46.16 | |
| ETABackbone=ResNet-502023.03 | 46.13 | |
| CHBType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 45.28 | |
| ERMBackbone=ResNet-502023.03 | 45.2 | |
| EVIL-SAMOptimization=SAM2025.12 | 45 | |
| TentBackbone=ResNet-502023.03 | 44.71 | |
| MIROBackbone=ResNet-50, Selection Criterion=train-validation selection2022.06 | 44.3 | |
| BNBackbone=ResNet-502023.03 | 43.38 | |
| LAMEBackbone=ResNet-502023.03 | 43.2 | |
| SparseIRM-SAMOptimization=SAM2025.12 | 43.1 | |
| CCG (+) CONANType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 42.94 | |
| mDSDIBackbone=ResNet-502021.10 | 42.8 | |
| FISHBackbone=ResNet-50, Selection Criterion=train-validation selection2022.06 | 42.7 | |
| CORAL-SAMOptimization=SAM2025.12 | 42.1 | |
| DANNBackbone=ResNet-50, Selection Criterion=train-validation selection2022.06 | 41.8 | |
| CORALBackbone=ResNet-50, Selection Criterion=train-validation selection2022.06 | 41.8 | |
| FishrBackbone=ResNet-50, Selection Criterion=train-validation selection2022.06 | 41.7 | |
| CORALBackbone=ResNet-502021.10 | 41.5 | |
| MLDGBackbone=ResNet-502021.10 | 41.2 | |
| ERMBackbone=ResNet-50, Selection Criterion=train-validation selection2022.06 | 41.2 | |
| PLBackbone=ResNet-502023.03 | 41.18 | |
| ERMBackbone=ResNet-502021.10 | 40.9 | |
| MTLBackbone=ResNet-502021.10 | 40.6 | |
| MRM-SAMOptimization=SAM2025.12 | 40.6 | |
| SCType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 40.42 | |
| SagNetsBackbone=ResNet-502021.10 | 40.3 | |
| TSDBackbone=ResNet-182023.03 | 40.19 | |
| SagNet-SAMOptimization=SAM2025.12 | 40 | |
| T3ABackbone=ResNet-182023.03 | 39.61 | |
| SHOT-IMBackbone=ResNet-182023.03 | 39.5 | |
| ETABackbone=ResNet-182023.03 | 39.43 | |
| MMDBackbone=ResNet-50, Selection Criterion=train-validation selection2022.06 | 39.4 | |
| CCGType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 39.32 | |
| MixupBackbone=ResNet-502021.10 | 39.2 | |
| ERMBackbone=ResNet-182023.03 | 38.95 | |
| TentBackbone=ResNet-182023.03 | 38.95 | |
| RSCBackbone=ResNet-502021.10 | 38.9 | |
| DANNBackbone=ResNet-502021.10 | 38.3 | |
| CDANNBackbone=ResNet-502021.10 | 38.3 | |
| Glide-synType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 38.26 | |
| BNBackbone=ResNet-182023.03 | 37.8 | |
| LAMEBackbone=ResNet-182023.03 | 37.49 | |
| ARMBackbone=ResNet-502021.10 | 35.5 | |
| PLBackbone=ResNet-182023.03 | 35.23 | |
| IRMBackbone=ResNet-502021.10 | 33.9 | |
| IRMBackbone=ResNet-50, Selection Criterion=train-validation selection2022.06 | 33.9 | |
| VREXBackbone=ResNet-502021.10 | 33.6 | |
| GroupDROBackbone=ResNet-502021.10 | 33.3 | |
| MMDBackbone=ResNet-502021.10 | 23.4 | |
| SuS-X-SDType=Training-free, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 20.06 | |
| CuPLType=Training-free, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 18.25 | |
| VisDescType=Training-free, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 16.87 | |
| CALIPType=Training-free, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 16.43 | |
| SD-ClfType=Training-free, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 12.27 | |
| CLIP-ZSType=Training-free, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 5.17 |