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#image-compression News & Analysis

2 articles tagged with #image-compression. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBearisharXiv – CS AI · May 127/10
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Control Your View: High-Resolution Global Semantic Manipulation in Learned Image Compression

Researchers have developed PGD²-GSM, a novel adversarial attack method that successfully performs high-resolution global semantic manipulation on learned image compression systems for the first time. The breakthrough uses a Periodic Geometric Decay schedule to overcome limitations in existing attack methods, exposing a critical vulnerability in DNN-based compression systems that previous techniques could not achieve.

AINeutralarXiv – CS AI · Jun 236/10
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MoECodec: Image Compression for joint human and machine perception via Mixture-of-Experts

MoECodec introduces a unified image compression framework using Mixture-of-Experts (MoE) routing to dynamically adapt compression based on image content and downstream vision tasks. The approach reduces computational overhead compared to task-specific models while maintaining performance across multiple machine perception applications.