Continual Model Merging on CLIP Heterogeneous 8-task stream (test)
87Weighted Accuracy (ACCw)ODE-M
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ODE-MBackbone=ViT-L/142026.05 | 87 | -2.5 | |
| OPCMBackbone=ViT-L/142026.05 | 86.2 | -2.8 | |
| ODE-MBackbone=ViT-B/162026.05 | 84.6 | -4.5 | |
| C. Task ArithmeticBackbone=ViT-L/142026.05 | 81.5 | -5.5 | |
| OPCMBackbone=ViT-B/162026.05 | 81 | -4.2 | |
| Average (SWA)Backbone=ViT-L/142026.05 | 79.2 | -6.8 | |
| ODE-MBackbone=ViT-B/322026.05 | 77.9 | -5.8 | |
| C. Task ArithmeticBackbone=ViT-B/162026.05 | 76.3 | -3.9 | |
| OPCMBackbone=ViT-B/322026.05 | 74.2 | -5.9 | |
| C. Ties-MergingBackbone=ViT-L/142026.05 | 72 | -9.5 | |
| Average (SWA)Backbone=ViT-B/162026.05 | 71.5 | -9 | |
| C. Ties-MergingBackbone=ViT-B/162026.05 | 69.1 | -5 | |
| C. Task ArithmeticBackbone=ViT-B/322026.05 | 66.8 | -8.7 | |
| Average (SWA)Backbone=ViT-B/322026.05 | 65.1 | -10.8 | |
| C. Ties-MergingBackbone=ViT-B/322026.05 | 58.4 | -12 |