3 papers
cs.CV2025
Cross-architecture universal feature coding via distribution alignment
Changsheng Gao, Shan Liu, Feng Wu +1
Feature coding has become increasingly important in scenarios where semantic representations rather than raw pixels are transmitted and stored. However, most existing methods are a…
cs.MM2025
DT-UFC: Universal Large Model Feature Coding via Peaky-to-Balanced Distribution Transformation
Changsheng Gao, Zijie Liu, Li Li +3
Like image coding in visual data transmission, feature coding is essential for the distributed deployment of large models by significantly reducing transmission and storage burden.…
cs.CV2025
Compressed Feature Quality Assessment: Dataset and Baselines
Changsheng Gao, Wei Zhou, Guosheng Lin +1
The widespread deployment of large models in resource-constrained environments has underscored the need for efficient transmission of intermediate feature representations. In this…