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Hou-Qiang Li

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Preprint Sep 2026

Rethinking Generative Image Compression at Extremely Low Bitrates

Generative image compression produces visually plausible reconstructions at low bitrates, yet their behavior as the rate approaches zero remains largely unexplored. When pushed below normal operating rates, representative codecs undergo semantic collapse: rather than gracefully losing source-specific detail, they produ...

Tian-Yu Zhang, Zhao-Yang Jia, Hou-Qiang Li et al. · 0 citations
Preprint Sep 2026

PULSE: Unlocking Practical Image Compression on Single-Thread CPU

This work introduces PULSE, a practical codec that enables low-latency decoding on diverse hardware platforms with an ultra-low-complexity 5.2 kMAC/pixel neural receiver, and efficient bit-exact entropy coding with an integer linear CDF predictor and a meta prior.

Zhao-Yang Jia, Tian-Yu Zhang, Zi-Han Zheng et al. · 0 citations

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