Image Classification on FusionBench 20-task suite
93.1Average Top-1 AccuracyFine-tuned (STL)
Evaluation Results
| Method | Links | |
|---|---|---|
| Fine-tuned (STL)Backbone=L/142026.05 | 93.1 | |
| Fine-tuned (STL)Backbone=B/322026.05 | 90.3 | |
| WUDI-Merging w/ FEATCALBackbone=L/142026.05 | 89.8 | |
| WUDI-Merging w/ ProbSurgeryBackbone=L/142026.05 | 86.5 | |
| WUDI-Merging w/ SurgeryBackbone=L/142026.05 | 84.9 | |
| Task Arithmetic w/ FEATCALBackbone=L/142026.05 | 84.7 | |
| WUDI-Merging w/ FEATCALBackbone=B/322026.05 | 83.5 | |
| Task Arithmetic w/ ProbSurgeryBackbone=L/142026.05 | 83.3 | |
| Task Arithmetic w/ SurgeryBackbone=L/142026.05 | 82.4 | |
| Task Arithmetic w/ FEATCALBackbone=B/322026.05 | 79.4 | |
| Task Arithmetic w/ ProbSurgeryBackbone=B/322026.05 | 77.7 | |
| WUDI-Merging w/ ProbSurgeryBackbone=B/322026.05 | 77.6 | |
| WUDI-Merging w/ SurgeryBackbone=B/322026.05 | 76.5 | |
| WUDI-MergingBackbone=L/142026.05 | 75.8 | |
| Task Arithmetic w/ SurgeryBackbone=B/322026.05 | 75.2 | |
| Task ArithmeticBackbone=L/142026.05 | 70.3 | |
| WUDI-MergingBackbone=B/322026.05 | 67.1 | |
| Pre-trainedBackbone=L/142026.05 | 65.6 | |
| Task ArithmeticBackbone=B/322026.05 | 60.6 | |
| Pre-trainedBackbone=B/322026.05 | 55.6 |