Image Classification on FusionBench 14-task suite
92.8Average Top-1 AccuracyFine-tuned (STL)
Evaluation results
| Method | Links | |
|---|---|---|
| Fine-tuned (STL)Backbone=L/142026.05 | 92.8 | |
| WUDI-Merging w/ FEATCALBackbone=L/142026.05 | 91.5 | |
| Task Arithmetic w/ FEATCALBackbone=L/142026.05 | 90.7 | |
| WUDI-Merging w/ ProbSurgeryBackbone=L/142026.05 | 90.7 | |
| WUDI-Merging w/ SurgeryBackbone=L/142026.05 | 90.3 | |
| Fine-tuned (STL)Backbone=B/322026.05 | 90 | |
| WUDI-MergingBackbone=L/142026.05 | 88.8 | |
| WUDI-Merging w/ FEATCALBackbone=B/322026.05 | 86.2 | |
| Task Arithmetic w/ ProbSurgeryBackbone=L/142026.05 | 86.1 | |
| Task Arithmetic w/ SurgeryBackbone=L/142026.05 | 83.8 | |
| WUDI-Merging w/ ProbSurgeryBackbone=B/322026.05 | 82.7 | |
| WUDI-Merging w/ SurgeryBackbone=B/322026.05 | 82.5 | |
| Task Arithmetic w/ FEATCALBackbone=B/322026.05 | 81.5 | |
| WUDI-MergingBackbone=B/322026.05 | 78.7 | |
| Task Arithmetic w/ ProbSurgeryBackbone=B/322026.05 | 78.3 | |
| Task ArithmeticBackbone=L/142026.05 | 77.3 | |
| Task Arithmetic w/ SurgeryBackbone=B/322026.05 | 76.8 | |
| Pre-trainedBackbone=L/142026.05 | 69.1 | |
| Task ArithmeticBackbone=B/322026.05 | 66.2 | |
| Pre-trainedBackbone=B/322026.05 | 58.8 |