Image Classification on CIFAR10 (val)
99.29AccuracyDoRA
Evaluation Results
| Method | Links | |
|---|---|---|
| DoRAModel=ViT Large, Params (%)=0.552025.10 | 99.29 | |
| LoRAModel=ViT Large, Params (%)=0.532025.10 | 99.23 | |
| StelLAModel=ViT Large, Params (%)=0.542025.10 | 99.16 | |
| PiSSAModel=ViT Large, Params (%)=0.532025.10 | 99.11 | |
| DoRAModel=ViT Base, Params (%)=0.752025.10 | 98.96 | |
| LoRAModel=ViT Base, Params (%)=0.722025.10 | 98.92 | |
| PiSSAModel=ViT Base, Params (%)=0.722025.10 | 98.92 | |
| StelLAModel=ViT Base, Params (%)=0.732025.10 | 98.88 | |
| BottleneckCEM Integration=false2025.03 | 90.87 | |
| Bottleneck+CEMCEM Integration=true2025.03 | 90.69 | |
| Linear Probing baselineEvaluation Protocol=Linear Probing, Label Distribution Estimation=None2024.04 | 90.2 | |
| ResSFL+CEMCEM Integration=true2025.03 | 90.11 | |
| OTTEREvaluation Protocol=Linear Probing, Label Distribution Estimation=BBSE+OT2024.04 | 90 | |
| BBSE+PMEvaluation Protocol=Linear Probing, Label Distribution Estimation=BBSE+PM2024.04 | 89.8 | |
| DistCorr+CEMCEM Integration=true2025.03 | 89.8 | |
| ResSFLCEM Integration=false2025.03 | 89.68 | |
| PATROL+CEMCEM Integration=true2025.03 | 89.67 | |
| PATROLCEM Integration=false2025.03 | 89.58 | |
| DistCorrCEM Integration=false2025.03 | 89.52 | |
| Zero-Shot baselineEvaluation Protocol=Zero-Shot, Label Distribution Estimation=None2024.04 | 88.3 | |
| Noise_ARLCEM Integration=false2025.03 | 87.78 | |
| DropoutCEM Integration=false2025.03 | 87.75 | |
| Noise_ARL+CEMCEM Integration=true2025.03 | 87.62 | |
| Dropout+CEMCEM Integration=true2025.03 | 87.53 | |
| OTTEREvaluation Protocol=Zero-Shot, Label Distribution Estimation=BBSE+OT2024.04 | 87.5 | |
| Noise_NopeekCEM Integration=false2025.03 | 87.19 | |
| Noise_Nopeek+CEMCEM Integration=true2025.03 | 87.08 | |
| I-CGM-RG-SVRGBackbone=ResNet18, Outer Iterations=1002025.12 | 77 | |
| I-CGM-RG-SAGABackbone=ResNet18, Outer Iterations=1002025.12 | 76.1 | |
| SABER-FULLBackbone=ResNet18, Outer Iterations=1002025.12 | 74.5 | |
| FEDAVGBackbone=ResNet18, Outer Iterations=1002025.12 | 74.3 | |
| SCAFFNEWBackbone=ResNet18, Outer Iterations=1002025.12 | 74.2 | |
| BBSE+PMEvaluation Protocol=Zero-Shot, Label Distribution Estimation=BBSE+PM2024.04 | 72.7 | |
| SCAFFOLDBackbone=ResNet18, Outer Iterations=1002025.12 | 72.3 | |
| ViTGraph=Fully-connected, Embedding=BERT2026.05 | 70.6 | |
| SPT-slicSegmentation=SLIC2026.05 | 67 | |
| SICGAT2026.05 | 53.4 | |
| FedVTCDir=12025.08 | 51.7 | |
| FedVTCDir=0.12025.08 | 46.9 | |
| FedTGPDir=12025.08 | 42.1 | |
| FedProtoDir=12025.08 | 41.1 | |
| CCVRDir=12025.08 | 41 | |
| FedTGPDir=0.12025.08 | 40.9 | |
| pFedAFMDir=12025.08 | 40.5 | |
| FedTypeDir=12025.08 | 40.2 | |
| FedGenDir=12025.08 | 39.7 | |
| FedTypeDir=0.12025.08 | 39.7 | |
| FedProtoDir=0.12025.08 | 39.3 | |
| CCVRDir=0.12025.08 | 39.3 | |
| FedGenDir=0.12025.08 | 39.1 | |
| pFedAFMDir=0.12025.08 | 38.9 |