Image Classification on TALL-14
93.4AccuracyFine-tuned
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Fine-tunedBackbone=CLIP ViT-L/142025.12 | 93.4 | 100 | |
| MTLBackbone=CLIP ViT-L/142025.12 | 91.6 | 98.1 | |
| SAMergingBackbone=CLIP ViT-L/14, k=16002025.12 | 90.7 | 97.1 | |
| Isotropic MergingBackbone=CLIP ViT-L/142025.12 | 89.8 | 96.1 | |
| Fine-tunedBackbone=CLIP ViT-B/322025.12 | 88.5 | 100 | |
| RegMean++Backbone=CLIP ViT-L/14, k=16002025.12 | 87.9 | 94.1 | |
| MTLBackbone=CLIP ViT-B/322025.12 | 87.7 | 99.1 | |
| AdaMerging LWBackbone=CLIP ViT-L/14, k=160002025.12 | 87.2 | 93.4 | |
| RegMeanBackbone=CLIP ViT-L/14, k=16002025.12 | 86.3 | 92.4 | |
| SAMergingBackbone=CLIP ViT-B/32, k=16002025.12 | 83.7 | 94.6 | |
| AdaMerging LWBackbone=CLIP ViT-L/14, k=16002025.12 | 81.9 | 87.7 | |
| PCB MergingBackbone=CLIP ViT-L/142025.12 | 80.4 | 86.1 | |
| RegMean++Backbone=CLIP ViT-B/32, k=16002025.12 | 79.8 | 90.2 | |
| Isotropic MergingBackbone=CLIP ViT-B/322025.12 | 78.8 | 89 | |
| Task ArithmeticBackbone=CLIP ViT-L/142025.12 | 77.9 | 83.4 | |
| TIES-MergingBackbone=CLIP ViT-L/142025.12 | 77.8 | 83.3 | |
| AdaMerging LWBackbone=CLIP ViT-B/32, k=160002025.12 | 77.7 | 87.8 | |
| Simple AveragingBackbone=CLIP ViT-L/142025.12 | 77.5 | 83 | |
| RegMeanBackbone=CLIP ViT-B/32, k=16002025.12 | 76.1 | 86 | |
| FisherBackbone=CLIP ViT-L/14, k=16002025.12 | 75.4 | 80.7 | |
| AdaMerging LWBackbone=CLIP ViT-B/32, k=16002025.12 | 71.1 | 80.3 | |
| PCB MergingBackbone=CLIP ViT-B/322025.12 | 70.3 | 79.4 | |
| PretrainedBackbone=CLIP ViT-L/142025.12 | 69.1 | 74 | |
| TIES-MergingBackbone=CLIP ViT-B/322025.12 | 67.6 | 76.4 | |
| FisherBackbone=CLIP ViT-B/32, k=16002025.12 | 67.1 | 75.8 | |
| Task ArithmeticBackbone=CLIP ViT-B/322025.12 | 66.5 | 75.1 | |
| Simple AveragingBackbone=CLIP ViT-B/322025.12 | 65.4 | 73.4 | |
| PretrainedBackbone=CLIP ViT-B/322025.12 | 56.9 | 64.3 |