HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural
Networks

HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural Networks

20 January 2023

Chengming Zhang

Dingwen Tao

Papers citing "HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural Networks"

11 / 11 papers shown

Title
TopV: Compatible Token Pruning with Inference Time Optimization for Fast and Low-Memory Multimodal Vision Language Model Cheng Yang Yang Sui Jinqi Xiao Lingyi Huang Yu Gong ... Jinghua Yan Y. Bai P. Sadayappan Xia Hu Bo Yuan VLM 53 0 0 24 Mar 2025
Hardware-Aware DNN Compression for Homogeneous Edge Devices Kunlong Zhang Guiying Li Ning Lu Peng Yang K. Tang 40 0 0 28 Jan 2025
Vision Technologies with Applications in Traffic Surveillance Systems: A Holistic Survey Wei Zhou Lei Zhao Runyu Zhang Yifan Cui Hongpu Huang Kun Qie Chen Wang AI4TS 71 0 0 30 Nov 2024
COAP: Memory-Efficient Training with Correlation-Aware Gradient Projection Jinqi Xiao S. Sang Tiancheng Zhi Jing Liu Qing Yan Linjie Luo Bo Yuan Bo Yuan VLM 81 1 0 26 Nov 2024
Convolutional Neural Network Compression Based on Low-Rank Decomposition Yaping He Linhao Jiang Di Wu 21 0 0 29 Aug 2024
A Review of Pseudo-Labeling for Computer Vision Patrick Kage Jay C. Rothenberger Pavlos Andreadis Dimitrios I. Diochnos VLM 21 3 0 13 Aug 2024
An Efficient Real-Time Object Detection Framework on Resource-Constricted Hardware Devices via Software and Hardware Co-design Mingshuo Liu Shiyi Luo Kevin Han Magno T. M. Silva R. Demara A. H. Sayed ObjD 15 0 0 02 Aug 2024
Structure-Preserving Network Compression Via Low-Rank Induced Training Through Linear Layers Composition Xitong Zhang Ismail R. Alkhouri Rongrong Wang 27 0 0 06 May 2024
FLORA: Fine-grained Low-Rank Architecture Search for Vision Transformer Chi-Chih Chang Yuan-Yao Sung Shixing Yu N. Huang Diana Marculescu Kai-Chiang Wu ViT 8 1 0 07 Nov 2023
COMCAT: Towards Efficient Compression and Customization of Attention-Based Vision Models Jinqi Xiao Miao Yin Yu Gong Xiao Zang Jian Ren Bo Yuan VLM ViT 25 9 0 26 May 2023
SCOP: Scientific Control for Reliable Neural Network Pruning Yehui Tang Yunhe Wang Yixing Xu Dacheng Tao Chunjing Xu Chao Xu Chang Xu AAML 32 165 0 21 Oct 2020