beyond masking
Beyond Masking: Demystifying Token-Based Pre-Training for Vision Transformers
The code is coming
Figure 1: Pipeline of token-based pre-training.
Figure 2: The visualization of the proposed 5 tasks.
main results
All the results are pre-trained for 300 epochs using Vit-base as default.
| zoomed-in | zoomed-out | distorted | blurred | de-colorized | |
|---|---|---|---|---|---|
| finetune | 82.7 | 82.5 | 82.1 | 81.8 | 81.4 |
| zoomed-in (a) | mask (m) | (a)+(m) | |
|---|---|---|---|
| finetune | 82.7 | 82.9 | 83.2 |
We note that the integrated version dose not require extra computational cost.
Effiencicy
Figure 3: Efficiency of the integrated task.
