Continual Model Merging on CLIP Heterogeneous 14-task stream (test)
84.6Weighted Accuracy (ACCw)ODE-M
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ODE-MBackbone=ViT-L/142026.05 | 84.6 | -4.4 | |
| OPCMBackbone=ViT-L/142026.05 | 82.9 | -4.1 | |
| ODE-MBackbone=ViT-B/162026.05 | 78 | -5.9 | |
| C. Ties-MergingBackbone=ViT-L/142026.05 | 77.3 | 0.6 | |
| C. Task ArithmeticBackbone=ViT-L/142026.05 | 77.1 | -1.9 | |
| Average (SWA)Backbone=ViT-L/142026.05 | 76.8 | -5.4 | |
| OPCMBackbone=ViT-B/162026.05 | 76.5 | -4.6 | |
| ODE-MBackbone=ViT-B/322026.05 | 73.2 | -4.9 | |
| OPCMBackbone=ViT-B/322026.05 | 70.8 | -5.6 | |
| C. Task ArithmeticBackbone=ViT-B/162026.05 | 70.5 | -1.5 | |
| C. Ties-MergingBackbone=ViT-B/162026.05 | 70 | 0.8 | |
| Average (SWA)Backbone=ViT-B/162026.05 | 69.2 | -6.8 | |
| C. Task ArithmeticBackbone=ViT-B/322026.05 | 65.7 | -1.6 | |
| C. Ties-MergingBackbone=ViT-B/322026.05 | 65 | 1.1 | |
| Average (SWA)Backbone=ViT-B/322026.05 | 64.3 | -7.6 |