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Sha Guo

2 accepted papers

2025

Which Tasks Should Be Compressed Together? A Causal Discovery Approach for Efficient Multi-Task Representation Compression

ICLR 2025poster

Conventional image compression methods are inadequate for intelligent analysis, as they overemphasize pixel-level precision while neglecting semantic significance and the interaction among multiple tasks. This paper introduces a Taskonomy-Aware Multi-Task Compression framework comprising (1) inter-…

Cited by 0SourcePDFScholar
2024

A Unified Image Compression Method for Human Perception and Multiple Vision Tasks

ECCV 2024poster

"Recent advancements in end-to-end image compression demonstrate the potential to surpass traditional codecs regarding rate-distortion performance. However, current methods either prioritize human perceptual quality or solely optimize for one or a few predetermined downstream tasks, neglecting a mor…

Cited by 0SourcePDFScholar