CHIP: CHannel Independence-based Pruning for Compact Neural Networks

26 October 2021

Papers citing "CHIP: CHannel Independence-based Pruning for Compact Neural Networks"

50 / 67 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
Maximum Redundancy Pruning: A Principle-Driven Layerwise Sparsity Allocation for LLMs Chang Gao Kang Zhao J. Chen Liping Jing 42 0 0 24 Mar 2025
AutoSculpt: A Pattern-based Model Auto-pruning Framework Using Reinforcement Learning and Graph Learning Lixian Jing Jianpeng Qi Junyu Dong Yanwei Yu 3DPC AI4CE 39 0 0 24 Dec 2024
RedTest: Towards Measuring Redundancy in Deep Neural Networks Effectively Yao Lu Peixin Zhang Jingyi Wang Lei Ma Xiaoniu Yang Qi Xuan 21 0 0 15 Nov 2024
Efficient Deep Learning Infrastructures for Embedded Computing Systems: A Comprehensive Survey and Future Envision Xiangzhong Luo Di Liu Hao Kong Shuo Huai Hui Chen Guochu Xiong Weichen Liu 31 2 0 03 Nov 2024
Mutual Information Preserving Neural Network Pruning Charles Westphal Stephen Hailes Mirco Musolesi 45 1 0 31 Oct 2024
Mitigating Vanishing Activations in Deep CapsNets Using Channel Pruning Siddharth Sahu Abdulrahman Altahhan 3DPC MedIm 35 0 0 22 Oct 2024
SGLP: A Similarity Guided Fast Layer Partition Pruning for Compressing Large Deep Models Yuqi Li Yao Lu Zeyu Dong Chuanguang Yang Yihao Chen Jianping Gou 21 2 0 14 Oct 2024
A Unified Debiasing Approach for Vision-Language Models across Modalities and Tasks Hoin Jung T. Jang Xiaoqian Wang VLM 23 2 0 10 Oct 2024
S2HPruner: Soft-to-Hard Distillation Bridges the Discretization Gap in Pruning Weihao Lin Shengji Tang Chong Yu Peng Ye Tao Chen 16 0 0 09 Oct 2024
AlterMOMA: Fusion Redundancy Pruning for Camera-LiDAR Fusion Models with Alternative Modality Masking Shiqi Sun Yantao Lu Ning Liu Bo Jiang JinChao Chen Ying Zhang VLM 26 0 0 26 Sep 2024
A Greedy Hierarchical Approach to Whole-Network Filter-Pruning in CNNs Kiran Purohit Anurag Parvathgari Sourangshu Bhattacharya VLM 23 0 0 22 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 26 0 0 02 Aug 2024
Reduced storage direct tensor ring decomposition for convolutional neural networks compression Mateusz Gabor R. Zdunek 20 0 0 17 May 2024
Structure-Preserving Network Compression Via Low-Rank Induced Training Through Linear Layers Composition Xitong Zhang Ismail R. Alkhouri Rongrong Wang 31 0 0 06 May 2024
Jointly Training and Pruning CNNs via Learnable Agent Guidance and Alignment Alireza Ganjdanesh Shangqian Gao Heng-Chiao Huang 36 5 0 28 Mar 2024
Maxwell's Demon at Work: Efficient Pruning by Leveraging Saturation of Neurons Simon Dufort-Labbé P. DÓro Evgenii Nikishin Razvan Pascanu Pierre-Luc Bacon A. Baratin 28 1 0 12 Mar 2024
Enhanced Sparsification via Stimulative Training Shengji Tang Weihao Lin Hancheng Ye Peng Ye Chong Yu Baopu Li Tao Chen 32 2 0 11 Mar 2024
OSSCAR: One-Shot Structured Pruning in Vision and Language Models with Combinatorial Optimization Xiang Meng Shibal Ibrahim Kayhan Behdin Hussein Hazimeh Natalia Ponomareva Rahul Mazumder VLM 36 5 0 02 Mar 2024
REPrune: Channel Pruning via Kernel Representative Selection Mincheol Park Dongjin Kim Cheonjun Park Yuna Park Gyeong Eun Gong Won Woo Ro Suhyun Kim VLM 30 1 0 27 Feb 2024
Towards Meta-Pruning via Optimal Transport Alexander Theus Olin Geimer Friedrich Wicke Thomas Hofmann Sotiris Anagnostidis Sidak Pal Singh MoMe 11 3 0 12 Feb 2024
ELRT: Efficient Low-Rank Training for Compact Convolutional Neural Networks Yang Sui Miao Yin Yu Gong Jinqi Xiao Huy Phan Bo Yuan 8 5 0 18 Jan 2024
DTMM: Deploying TinyML Models on Extremely Weak IoT Devices with Pruning Lixiang Han Zhen Xiao Zhenjiang Li 32 5 0 17 Jan 2024
In-Sensor Radio Frequency Computing for Energy-Efficient Intelligent Radar Yang Sui Minning Zhu Lingyi Huang Chung-Tse Michael Wu Bo Yuan MQ 11 0 0 16 Dec 2023
Class-Aware Pruning for Efficient Neural Networks Mengnan Jiang Jingcun Wang Amro Eldebiky Xunzhao Yin Cheng Zhuo Ing-Chao Lin Grace Li Zhang AAML 14 7 0 10 Dec 2023
Towards Higher Ranks via Adversarial Weight Pruning Yuchuan Tian Hanting Chen Tianyu Guo Chao Xu Yunhe Wang 17 2 0 29 Nov 2023
The Road to On-board Change Detection: A Lightweight Patch-Level Change Detection Network via Exploring the Potential of Pruning and Pooling Lihui Xue Zhihao Wang Xueqian Wang Gang Li 30 1 0 16 Oct 2023
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
Faster and Accurate Neural Networks with Semantic Inference Sazzad Sayyed Jonathan D. Ashdown Francesco Restuccia 21 0 0 02 Oct 2023
LAPP: Layer Adaptive Progressive Pruning for Compressing CNNs from Scratch P. Zhai K. Guo F. Liu Xiaofen Xing Xiangmin Xu 26 3 0 25 Sep 2023
A Differentiable Framework for End-to-End Learning of Hybrid Structured Compression Moonjung Eo Suhyun Kang Wonjong Rhee 17 1 0 21 Sep 2023
Regularized Mask Tuning: Uncovering Hidden Knowledge in Pre-trained Vision-Language Models Kecheng Zheng Wei Wu Ruili Feng Kai Zhu Jiawei Liu Deli Zhao Zhengjun Zha Wei Chen Yujun Shen VLM 19 8 0 27 Jul 2023
Approximate Computing Survey, Part II: Application-Specific & Architectural Approximation Techniques and Applications Vasileios Leon Muhammad Abdullah Hanif Giorgos Armeniakos Xun Jiao Muhammad Shafique K. Pekmestzi Dimitrios Soudris 29 3 0 20 Jul 2023
Dynamic Sparsity Is Channel-Level Sparsity Learner Lu Yin Gen Li Meng Fang Lijuan Shen Tianjin Huang Zhangyang Wang Vlado Menkovski Xiaolong Ma Mykola Pechenizkiy Shiwei Liu 17 20 0 30 May 2023
Layer-adaptive Structured Pruning Guided by Latency Siyuan Pan Linna Zhang Jie M. Zhang Xiaoshuang Li Liang Hou Xiaobing Tu 21 0 0 23 May 2023
Dynamic Sparse Training with Structured Sparsity Mike Lasby A. Golubeva Utku Evci Mihai Nica Yani Andrew Ioannou 29 19 0 03 May 2023
Exploring Incompatible Knowledge Transfer in Few-shot Image Generation Yunqing Zhao Chao Du Milad Abdollahzadeh Tianyu Pang Min-Bin Lin Shuicheng Yan Ngai-man Cheung 21 19 0 15 Apr 2023
Continual Domain Adaptation through Pruning-aided Domain-specific Weight Modulation B. Prasanna Sunandini Sanyal R. Venkatesh Babu CLL 19 4 0 15 Apr 2023
Beta-Rank: A Robust Convolutional Filter Pruning Method For Imbalanced Medical Image Analysis Morteza Homayounfar M. Koohi-Moghadam Reza Rawassizadeh V. Vardhanabhuti MedIm 13 1 0 15 Apr 2023
CP $^3$ : Channel Pruning Plug-in for Point-based Networks Yaomin Huang Ning Liu Zhengping Che Zhiyuan Xu Chaomin Shen Yaxin Peng Guixu Zhang Xinmei Liu Feifei Feng Jian Tang 3DPC 33 14 0 23 Mar 2023
Performance-aware Approximation of Global Channel Pruning for Multitask CNNs Hancheng Ye Bo-Wen Zhang Tao Chen Jiayuan Fan Bin Wang 24 18 0 21 Mar 2023
Dynamic Structure Pruning for Compressing CNNs Jun-Hyung Park Yeachan Kim Junho Kim Joon-Young Choi SangKeun Lee GNN 11 15 0 17 Mar 2023
Filter Pruning based on Information Capacity and Independence Xiaolong Tang Shuo Ye Yufeng Shi Tianheng Hu Qinmu Peng Xinge You VLM 24 0 0 07 Mar 2023
Visual Saliency-Guided Channel Pruning for Deep Visual Detectors in Autonomous Driving Jung Im Choi Qingze Tian 22 6 0 04 Mar 2023
Structured Pruning for Deep Convolutional Neural Networks: A survey Yang He Lingao Xiao 3DPC 28 116 0 01 Mar 2023
ZipLM: Inference-Aware Structured Pruning of Language Models Eldar Kurtic Elias Frantar Dan Alistarh MQ 17 24 0 07 Feb 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
CSTAR: Towards Compact and STructured Deep Neural Networks with Adversarial Robustness Huy Phan Miao Yin Yang Sui Bo Yuan S. Zonouz AAML GNN 11 8 0 04 Dec 2022
Pruning by Active Attention Manipulation Z. Babaiee Lucas Liebenwein Ramin Hasani Daniela Rus Radu Grosu 14 0 0 20 Oct 2022
Structural Pruning via Latency-Saliency Knapsack Maying Shen Hongxu Yin Pavlo Molchanov Lei Mao Jianna Liu J. Álvarez 37 47 0 13 Oct 2022