Image Classification on Triangle (test)
99.64AccuracyAiT-Base
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AiT-BaseSize (M)=91.0, #FLOPs=5.77×10⁹2023.09 | 99.64 | 81.95 | |
| ViT-BaseSize (M)=85.7, #FLOPs=5.60×10⁹2023.09 | 99.63 | 80.46 | |
| ViT-MediumSize (M)=42.7, #FLOPs=2.81×10⁹2023.09 | 99.62 | 79.27 | |
| AiT-MediumSize (M)=45.9, #FLOPs=2.89×10⁹2023.09 | 99.57 | 81.58 | |
| AiT-SmallSize (M)=15.8, #FLOPs=9.64×10⁸2023.09 | 99.47 | 79.7 | |
| ViT-SmallSize (M)=14.9, #FLOPs=9.36×10⁸2023.09 | 99.47 | 77.4 | |
| PerceiverSize (M)=44.9, #FLOPs=2.37×10⁹2023.09 | 96.78 | 77.31 | |
| CoordinationSize (M)=2.2, #FLOPs=1.46×10⁸2023.09 | 91.66 | 70.29 | |
| Coordination-DSize (M)=2.2, #FLOPs=2.91×10⁸2023.09 | 86.28 | 67.16 | |
| Coordination-DHSize (M)=16.6, #FLOPs=3.15×10⁸2023.09 | 81.78 | 68.66 | |
| Coordination-HSize (M)=8.4, #FLOPs=1.59×10⁸2023.09 | 72.53 | 66.54 | |
| Set TransformerSize (M)=2.2, #FLOPs=1.11×10⁸2023.09 | 60.31 | 57.97 | |
| BRIMSSize (M)=4.4, #FLOPs=1.43×10⁸2023.09 | 58.34 | 50.06 | |
| LunaSize (M)=77.6, #FLOPs=5.08×10⁹2023.09 | 57.26 | 42.83 |