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cs.CV2026
Perception-based Image Denoising via Generative Compression
Nam Nguyen, Thinh Nguyen, Bella Bose
Image denoising aims to remove noise while preserving structural details and perceptual realism, yet distortion-driven methods often produce over-smoothed reconstructions, especial…
cs.CV2025
Universal Representations for Classification-enhanced Lossy Compression
Nam Nguyen
In lossy compression, the classical tradeoff between compression rate and reconstruction distortion has traditionally guided algorithm design. However, Blau and Michaeli [5] introd…