PGD²-GSM is the first method to stably achieve high-resolution global semantic manipulation in learned image compression via a Periodic Geometric Decay schedule that handles Lazying-Oscillating-Refining attack stages.
The devil is in the details: Window-based attention for image compression
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ROI coding enables backdoor triggers to survive lossy compression by embedding malicious information into binary bitstreams via sample-specific or customized masks for both learned and traditional codecs.
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Control Your View: High-Resolution Global Semantic Manipulation in Learned Image Compression
PGD²-GSM is the first method to stably achieve high-resolution global semantic manipulation in learned image compression via a Periodic Geometric Decay schedule that handles Lazying-Oscillating-Refining attack stages.
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Inevitable Encounters: Backdoor Attacks Involving Lossy Compression
ROI coding enables backdoor triggers to survive lossy compression by embedding malicious information into binary bitstreams via sample-specific or customized masks for both learned and traditional codecs.