Free-VSC: Free Semantics from Visual Foundation Models for Unsupervised Video Semantic Compression
Unsupervised video semantic compression (UVSC), ie, compressing videos to better
support various analysis tasks, has recently garnered attention. However, the semantic …
support various analysis tasks, has recently garnered attention. However, the semantic …
A Unified Image Compression Method for Human Perception and Multiple Vision Tasks
Recent advancements in end-to-end image compression demonstrate the potential to
surpass traditional codecs regarding rate-distortion performance. However, current methods …
surpass traditional codecs regarding rate-distortion performance. However, current methods …
Compact Visual Data Representation for Green Multimedia-A Human Visual System Perspective
The Human Visual System (HVS), with its intricate sophistication, is capable of achieving
ultra-compact information compression for visual signals. This remarkable ability is coupled …
ultra-compact information compression for visual signals. This remarkable ability is coupled …
Motion Free B-frame Coding for Neural Video Compression
VT Nguyen - arxiv preprint arxiv:2411.17160, 2024 - arxiv.org
Typical deep neural video compression networks usually follow the hybrid approach of
classical video coding that contains two separate modules: motion coding and residual …
classical video coding that contains two separate modules: motion coding and residual …
Real Time Macro-Block Rate Control for Task-Aware Video Compression Using Reinforcement Learning
Video encoders optimize compression for human perception by minimizing reconstruction
error under bit-rate constraints. In many modern applications such as autonomous driving …
error under bit-rate constraints. In many modern applications such as autonomous driving …