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Changsheng Gao

2 accepted papers

2026

Transform-Free Feature Coding via Entropy-Constrained Vector Quantization

AAAI 2026technical

Feature coding has recently emerged as a key technique for efficient transmission of intermediate representations in distributed AI systems. Existing approaches largely follow a transform-based pipeline inherited from image and video coding, where the transform module is used to remove spatial struc

Cited by 0SourcePDFScholar
2025

Feature Coding in the Era of Large Models: Dataset, Test Conditions, and Benchmark

ICCV 2025poster

Large models have achieved remarkable performance across various tasks, yet they incur significant computational costs and privacy concerns during both training and inference. Distributed deployment has emerged as a potential solution, but it necessitates the exchange of intermediate information bet…