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.