3 papers
cs.CV2026
Breaking the accuracy-resource dilemma: a lightweight adaptive video inference enhancement
Wei Ma, Shaowu Chen, Junjie Ye +2
Existing video inference (VI) enhancement methods typically aim to improve performance by scaling up model sizes and employing sophisticated network architectures. While these appr…
eess.SP2025
CF-Net: A Cross-Feature Reconstruction Network for High-Accuracy 1-Bit Target Classification
Jundong Qi, Weize Sun, Shaowu Chen +2
Target classification is a fundamental task in radar systems, and its performance critically depends on the quantization precision of the signal. While high-precision quantization…
cs.CV2025
Optimal Brain Connection: Towards Efficient Structural Pruning
Shaowu Chen, Wei Ma, Binhua Huang +5
Structural pruning has been widely studied for its effectiveness in compressing neural networks. However, existing methods often neglect the interconnections among parameters. To a…