Generative Video Compression for Extreme Compression Rates
Published:Dec 30, 2025 15:41
•1 min read
•ArXiv
Analysis
This paper introduces a novel approach to video compression using generative models, aiming for extremely low compression rates (0.01-0.02%). It shifts computational burden to the receiver for reconstruction, making it suitable for bandwidth-constrained environments. The focus on practical deployment and trade-offs between compression and computation is a key strength.
Key Takeaways
- •Proposes Generative Video Compression (GVC) for extreme compression.
- •Achieves compression rates as low as 0.02% in some cases.
- •Shifts computational burden to the receiver for video reconstruction.
- •Focuses on practical deployment and compression-computation trade-offs.
- •Targets bandwidth- and resource-constrained environments.
Reference
“GVC offers a viable path toward a new effective, efficient, scalable, and practical video communication paradigm.”