SCOP: Scientific Control for Reliable Neural Network Pruning

21 October 2020

Papers citing "SCOP: Scientific Control for Reliable Neural Network Pruning"

23 / 23 papers shown

Title
EfficientLLaVA:Generalizable Auto-Pruning for Large Vision-language Models Yinan Liang Z. Wang Xiuwei Xu Jie Zhou Jiwen Lu VLM LRM 48 0 0 19 Mar 2025
Advancing Weight and Channel Sparsification with Enhanced Saliency Xinglong Sun Maying Shen Hongxu Yin Lei Mao Pavlo Molchanov Jose M. Alvarez 48 1 0 05 Feb 2025
Playing the Lottery With Concave Regularizers for Sparse Trainable Neural Networks Giulia Fracastoro Sophie M. Fosson Andrea Migliorati G. Calafiore 40 1 0 19 Jan 2025
LPViT: Low-Power Semi-structured Pruning for Vision Transformers Kaixin Xu Zhe Wang Chunyun Chen Xue Geng Jie Lin Xulei Yang Min-man Wu Min Wu Xiaoli Li Weisi Lin ViT VLM 46 7 0 02 Jul 2024
ExCP: Extreme LLM Checkpoint Compression via Weight-Momentum Joint Shrinking Wenshuo Li Xinghao Chen Han Shu Yehui Tang Yunhe Wang MQ 34 2 0 17 Jun 2024
Structure-Preserving Network Compression Via Low-Rank Induced Training Through Linear Layers Composition Xitong Zhang Ismail R. Alkhouri Rongrong Wang 35 0 0 06 May 2024
Filter Pruning For CNN With Enhanced Linear Representation Redundancy Bojue Wang Chun-Xia Ma Bin Liu Nianbo Liu Jinqi Zhu 22 1 0 10 Oct 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 30 9 0 26 May 2023
Performance-aware Approximation of Global Channel Pruning for Multitask CNNs Hancheng Ye Bo-Wen Zhang Tao Chen Jiayuan Fan Bin Wang 26 18 0 21 Mar 2023
Automatic Attention Pruning: Improving and Automating Model Pruning using Attentions Kaiqi Zhao Animesh Jain Ming Zhao 19 9 0 14 Mar 2023
HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural Networks Jinqi Xiao Chengming Zhang Yu Gong Miao Yin Yang Sui Lizhi Xiang Dingwen Tao Bo Yuan 16 19 0 20 Jan 2023
GhostNetV2: Enhance Cheap Operation with Long-Range Attention Yehui Tang Kai Han Jianyuan Guo Chang Xu Chaoting Xu Yunhe Wang 18 270 0 23 Nov 2022
TDC: Towards Extremely Efficient CNNs on GPUs via Hardware-Aware Tucker Decomposition Lizhi Xiang Miao Yin Chengming Zhang Aravind Sukumaran-Rajam P. Sadayappan Bo Yuan Dingwen Tao 3DV 18 8 0 07 Nov 2022
Pruning by Active Attention Manipulation Z. Babaiee Lucas Liebenwein Ramin Hasani Daniela Rus Radu Grosu 19 0 0 20 Oct 2022
Pruning-aware Sparse Regularization for Network Pruning Nanfei Jiang Xu Zhao Chaoyang Zhao Yongqi An Ming Tang Jinqiao Wang 3DPC 19 12 0 18 Jan 2022
Automatic Neural Network Pruning that Efficiently Preserves the Model Accuracy Thibault Castells Seul-Ki Yeom 3DV 16 3 0 18 Nov 2021
CHIP: CHannel Independence-based Pruning for Compact Neural Networks Yang Sui Miao Yin Yi Xie Huy Phan S. Zonouz Bo Yuan VLM 22 128 0 26 Oct 2021
Reconstructing Pruned Filters using Cheap Spatial Transformations Roy Miles K. Mikolajczyk 24 0 0 25 Oct 2021
Dynamic Resolution Network Mingjian Zhu Kai Han Enhua Wu Qiulin Zhang Ying Nie Zhenzhong Lan Yunhe Wang OOD 27 49 0 05 Jun 2021
Distilling Object Detectors via Decoupled Features Jianyuan Guo Kai Han Yunhe Wang Han Wu Xinghao Chen Chunjing Xu Chang Xu 29 199 0 26 Mar 2021
Toward Compact Deep Neural Networks via Energy-Aware Pruning Seul-Ki Yeom Kyung-Hwan Shim Jee-Hyun Hwang CVBM 28 12 0 19 Mar 2021
GhostSR: Learning Ghost Features for Efficient Image Super-Resolution Ying Nie Kai Han Zhenhua Liu Chunjing Xu Yunhe Wang OOD 39 22 0 21 Jan 2021
ReNAS:Relativistic Evaluation of Neural Architecture Search Yixing Xu Yunhe Wang Avishkar Bhoopchand Christopher Mattern A. Grabska-Barwinska Chunjing Xu Chang Xu 20 81 0 30 Sep 2019