Test-Time Training Computational Efficiency on Generic 224x224 input
10GFLOPs MeasuredAPM(s)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| APM(s)t (TTT iterations)=2, portion=student + teacher (s+u)2024.10 | 10 | — | — | — | 10 | |
| CLIP VIT-B/16 (teacher)t (TTT iterations)=1, portion=teacher (u)2024.10 | 20.5 | 149.2 | 1.8 | 1.8 | 20.5 | |
| APM(s)t (TTT iterations)=1, portion=student + teacher (s+u)2024.10 | 20.5 | — | — | — | 20.5 | |
| Swint (TTT iterations)=1-202024.10 | 353 | 87 | 1.5 | 1.4 | 308 | |
| CLIP VIT-B/16t (TTT iterations)=1-202024.10 | 462 | 149.2 | 2.3 | 1.8 | 410 | |
| TPTt (TTT iterations)=1-202024.10 | 529 | 151.3 | 3.1 | 2.7 | 476 |