Task-Aware Encoder Control for Deep Video Compression

X Ge, J Luo, X Zhang, T Xu, G Lu… - Proceedings of the …, 2024 - openaccess.thecvf.com
Prior research on deep video compression (DVC) for machine tasks typically necessitates
training a unique codec for each specific task mandating a dedicated decoder per task. In …

Unveiling the Future of Human and Machine Coding: A Survey of End-to-End Learned Image Compression

CH Huang, JL Wu - Entropy, 2024 - mdpi.com
End-to-end learned image compression codecs have notably emerged in recent years.
These codecs have demonstrated superiority over conventional methods, showcasing …

Joint super-resolution-based fast face image coding for human and machine vision

W Shi, F Tao, Y Wen - The Visual Computer, 2024 - Springer
Abstract As the Internet of Things continues to grow and thrive, more and more data are
consumed by machines for intelligent analysis. How to simultaneously support fast machine …