Image Compression
Robustly overfitting latents for flexible neural image compression
·4120 words·20 mins·
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AI Generated
Computer Vision
Image Compression
🏢 Vrije Universiteit Amsterdam
SGA+ significantly boosts neural image compression by refining latents, offering a flexible, hyperparameter-insensitive approach with improved rate-distortion trade-off.
Learning Optimal Lattice Vector Quantizers for End-to-end Neural Image Compression
·1532 words·8 mins·
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Computer Vision
Image Compression
🏢 Department of Electronic Engineering, Shanghai Jiao Tong University
Learned optimal lattice vector quantization (OLVQ) drastically boosts neural image compression efficiency by adapting quantizer structures to latent feature distributions, achieving significant rate-d…
COSMIC: Compress Satellite Image Efficiently via Diffusion Compensation
·3381 words·16 mins·
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Computer Vision
Image Compression
🏢 Tsinghua University
COSMIC efficiently compresses satellite images via a lightweight encoder and diffusion compensation, enabling practical onboard processing and high compression ratios.
Causal Context Adjustment Loss for Learned Image Compression
·2583 words·13 mins·
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AI Generated
Computer Vision
Image Compression
🏢 University of Electronic Science and Technology of China
Learned image compression gets a boost with a novel Causal Context Adjustment Loss, improving efficiency without sacrificing quality.