2 papers
cs.CV2025
Partial Channel Network: Compute Fewer, Perform Better
Haiduo Huang, Tian Xia, Wenzhe zhao +1
Designing a module or mechanism that enables a network to maintain low parameters and FLOPs without sacrificing accuracy and throughput remains a challenge. To address this challen…
cs.CV2025
Nearly Lossless Adaptive Bit Switching
Haiduo Huang, Zhenhua Liu, Tian Xia +2
Model quantization is widely applied for compressing and accelerating deep neural networks (DNNs). However, conventional Quantization-Aware Training (QAT) focuses on training DNNs…