Image Classification on DTD (val)
81.54AccuracyStelLA
Evaluation Results
| Method | Links | |
|---|---|---|
| StelLAModel=ViT Large, Params (%)=0.542025.10 | 81.54 | |
| DoRAModel=ViT Large, Params (%)=0.552025.10 | 80.21 | |
| PiSSAModel=ViT Large, Params (%)=0.532025.10 | 80.21 | |
| LoRAModel=ViT Large, Params (%)=0.532025.10 | 80.11 | |
| StelLAModel=ViT Base, Params (%)=0.732025.10 | 79.89 | |
| LoRAModel=ViT Base, Params (%)=0.722025.10 | 79.2 | |
| DoRAModel=ViT Base, Params (%)=0.752025.10 | 78.56 | |
| PiSSAModel=ViT Base, Params (%)=0.722025.10 | 77.29 | |
| SigLIxPTrain-free=true, Shots=16, Backbone=ViT-B/162024.11 | 76.7 | |
| CasPLTrain-free=false, Shots=16, Backbone=ViT-B/162024.11 | 75.1 | |
| DMNTrain-free=false, Shots=16, Backbone=ViT-B/162024.11 | 75 | |
| PromptSRCTrain-free=false, Shots=16, Backbone=ViT-B/162024.11 | 72.7 | |
| DMN-TFTrain-free=true, Shots=16, Backbone=ViT-B/162024.11 | 71.9 | |
| MaPLeTrain-free=false, Shots=16, Backbone=ViT-B/162024.11 | 71.3 | |
| OTTEREvaluation Protocol=Linear Probing, Label Distribution Estimation=BBSE+OT2024.04 | 59.3 | |
| Linear Probing baselineEvaluation Protocol=Linear Probing, Label Distribution Estimation=None2024.04 | 58.6 | |
| BBSE+PMEvaluation Protocol=Linear Probing, Label Distribution Estimation=BBSE+PM2024.04 | 49 | |
| Linear ProbeTrain-free=false, Shots=16, Backbone=ViT-B/162024.11 | 40 | |
| Zero-Shot baselineEvaluation Protocol=Zero-Shot, Label Distribution Estimation=None2024.04 | 39 | |
| OTTEREvaluation Protocol=Zero-Shot, Label Distribution Estimation=BBSE+OT2024.04 | 31.2 | |
| BBSE+PMEvaluation Protocol=Zero-Shot, Label Distribution Estimation=BBSE+PM2024.04 | 3.2 |