3 papers
cs.CV2025
Progressive Learned Image Compression for Machine Perception
Jungwoo Kim, Jun-Hyuk Kim, Jong-Seok Lee
Recent advances in learned image codecs have extended from human perception toward machine perception However, progressive image compression with fine granular scalability (FGS)-wh…
eess.IV2025
SLIM: Semantic-based Low-bitrate Image compression for Machines by leveraging diffusion
Hyeonjin Lee, Jun-Hyuk Kim, Jong-Seok Lee
In recent years, the demand of image compression models for machine vision has increased dramatically. However, the training frameworks of image compression still focus on the visi…
cs.CV2025
DESSERT: Diffusion-based Event-driven Single-frame Synthesis via Residual Training
Jiyun Kong, Jun-Hyuk Kim, Jong-Seok Lee
Video frame prediction extrapolates future frames from previous frames, but suffers from prediction errors in dynamic scenes due to the lack of information about the next frame. Ev…