Higher Compression Efficiency

Higher compression efficiency aims to reduce the size of data, such as images, videos, and neural networks, while preserving essential information. Current research focuses on developing novel algorithms, including implicit neural representations (INRs), generative adversarial networks (GANs), and optimized compression techniques for specific data types like volumetric videos and neural networks, often incorporating techniques like quantization, knowledge distillation, and pruning. These advancements are crucial for addressing the growing challenges of data storage and transmission in various fields, from medical imaging and cloud computing to resource-constrained IoT devices and federated learning.