Compression Efficiency

Compression efficiency focuses on minimizing data size while preserving information quality, a crucial challenge across diverse fields from image and video processing to scientific data management and edge computing. Current research emphasizes developing novel algorithms and architectures, including neural networks with attention mechanisms, structured and unstructured pruning techniques, and mixed-precision quantization, to achieve significant size reductions with minimal information loss. These advancements are vital for managing the ever-increasing volume of data generated by modern technologies, enabling efficient storage, transmission, and processing in various applications.