Image Classification on VDD
86.7Average AccuracyCHEEM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CHEEMBackbone=ViT-Base, FLOPs=61.62023.03 | 86.7 | 0.4 | |
| LoRA-CLBackbone=ViT-Base, FLOPs=68.22023.03 | 86 | 0.3 | |
| S-PromptsBackbone=ViT-Base, FLOPs=67.62023.03 | 78.6 | 0.4 | |
| CHEEMBackbone=DEiT-Tiny, FLOPs=4.52023.03 | 76.18 | 1 | |
| LoRA-CLBackbone=DEiT-Tiny, FLOPs=4.52023.03 | 74 | 1.1 | |
| TunaBackbone=ViT-Base, FLOPs=337.02023.03 | 70.7 | 14.9 | |
| DIKIBackbone=ViT-Base, FLOPs=42.52023.03 | 65.9 | 0.1 | |
| S-PromptsBackbone=DEiT-Tiny, FLOPs=4.42023.03 | 65.8 | 0.9 | |
| DIKIBackbone=DEiT-Tiny, FLOPs=2.82023.03 | 58.3 | 0.6 | |
| MoALBackbone=ViT-Base, FLOPs=33.72023.03 | 56.7 | 1 | |
| MoALBackbone=DEiT-Tiny, FLOPs=2.22023.03 | 47.9 | 2.1 | |
| TunaBackbone=DEiT-Tiny, FLOPs=21.52023.03 | 47.8 | 22.9 | |
| EWCBackbone=ViT-Base, FLOPs=33.72023.03 | 44 | 5.1 | |
| EWCBackbone=DEiT-Tiny, FLOPs=2.22023.03 | 33.7 | 1.5 | |
| DualPBackbone=ViT-Base, FLOPs=70.32023.03 | 28.1 | 3.2 | |
| CODA-PBackbone=ViT-Base, FLOPs=70.32023.03 | 24.9 | 26.1 | |
| L2PBackbone=ViT-Base, FLOPs=70.32023.03 | 23.9 | 9 | |
| DualPBackbone=DEiT-Tiny, FLOPs=5.02023.03 | 19.4 | 10.5 | |
| L2PBackbone=DEiT-Tiny, FLOPs=5.12023.03 | 11.5 | 20.9 | |
| CODA-PBackbone=DEiT-Tiny, FLOPs=5.02023.03 | 1.1 | 37.6 |