Mutual Enhancement Between Global Tokens and Patch Tokens: From Theory to Practice

In three linesTaTok introduces adaptive image tokenization grounded in information entropy theory. The framework adds global tokens modeling mutual information across patch tokens and a Dynamic Token Filtering algorithm eliminating redundancy. Results: 1.3x gFID improvement and 8.7x inference speedup.

Summary generated by Claude — human-verified