2 papers
cs.CV2025
Image Reconstruction as a Tool for Feature Analysis
Eduard Allakhverdov, Dmitrii Tarasov, Elizaveta Goncharova +1
Vision encoders are increasingly used in modern applications, from vision-only models to multimodal systems such as vision-language models. Despite their remarkable success, it rem…
cs.CV2025
When Less is Enough: Adaptive Token Reduction for Efficient Image Representation
Eduard Allakhverdov, Elizaveta Goncharova, Andrey Kuznetsov
Vision encoders typically generate a large number of visual tokens, providing information-rich representations but significantly increasing computational demands. This raises the q…