v1v2v3 (latest)

CHIP: CHannel Independence-based Pruning for Compact Neural Networks

26 October 2021

ArXiv (abs)PDF HTML Github (36★)

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

50 / 74 papers shown

Title
Visual Detector Compression via Location-Aware Discriminant Analysis Qizhen Lan Jung Im Choi Qing Tian 0 0 0 22 Sep 2025
Deep Lookup Network Yulan Guo Longguang Wang Wendong Mao Xiaoyu Dong Yingqian Wang Li Liu W. An 24 0 0 17 Sep 2025
One Shot vs. Iterative: Rethinking Pruning Strategies for Model Compression Mikołaj Janusz Tomasz Wojnar Yawei Li Luca Benini Kamil Adamczewski VLM 20 0 0 19 Aug 2025
LinDeps: A Fine-tuning Free Post-Pruning Method to Remove Layer-Wise Linear Dependencies with Guaranteed Performance Preservation Maxim Henry Adrien Deliège A. Cioppa Marc Van Droogenbroeck VLM 37 0 0 29 Jul 2025
When Tokens Talk Too Much: A Survey of Multimodal Long-Context Token Compression across Images, Videos, and Audios Kele Shao Keda Tao Kejia Zhang Sicheng Feng Mu Cai Yuzhang Shang Haoxuan You Can Qin Yang Sui Huan Wang 179 3 0 27 Jul 2025
Text Embedding Knows How to Quantize Text-Guided Diffusion Models H. Lee Myungjun Son Dongjea Kang Seung-Won Jung DiffM MQ 82 0 0 14 Jul 2025
IPPRO: Importance-based Pruning with PRojective Offset for Magnitude-indifferent Structural Pruning Jaeheun Jung Jaehyuk Lee Yeajin Lee Donghun Lee 71 0 0 10 Jul 2025
Token Transforming: A Unified and Training-Free Token Compression Framework for Vision Transformer Acceleration Fanhu Zeng Deli Yu Zhenglun Kong Hao Tang ViT 102 3 0 06 Jun 2025
Automatic Complementary Separation Pruning Toward Lightweight CNNs David Levin Gonen Singer 134 0 0 19 May 2025
Maximum Redundancy Pruning: A Principle-Driven Layerwise Sparsity Allocation for LLMs Chang Gao Kang Zhao Runqi Wang Jianfei Chen Liping Jing 127 0 0 24 Mar 2025
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 Helen Zhou Bo Yuan VLM 226 7 0 24 Mar 2025
AutoSculpt: A Pattern-based Model Auto-pruning Framework Using Reinforcement Learning and Graph Learning Lixian Jing Haobing Liu Junyu Dong Yanwei Yu 3DPC AI4CE 141 1 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 123 6 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 114 8 0 03 Nov 2024
Mutual Information Preserving Neural Network Pruning Charles Westphal Stephen Hailes Mirco Musolesi 203 1 0 31 Oct 2024
Mitigating Vanishing Activations in Deep CapsNets Using Channel Pruning Siddharth Sahu Abdulrahman Altahhan 3DPC MedIm 110 0 0 22 Oct 2024
SGLP: A Similarity Guided Fast Layer Partition Pruning for Compressing Large Deep Models Yuqi Li Yao Lu Zhihong Zhu Chuanguang Yang Yihao Chen Jianping Gou 100 19 0 14 Oct 2024
A Unified Debiasing Approach for Vision-Language Models across Modalities and Tasks Hoin Jung T. Jang Xiaoqian Wang VLM 110 8 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 74 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 90 0 0 26 Sep 2024
A Greedy Hierarchical Approach to Whole-Network Filter-Pruning in CNNs Kiran Purohit Anurag Parvathgari Sourangshu Bhattacharya VLM 130 0 0 22 Aug 2024
An Adaptive Tensor-Train Decomposition Approach for Efficient Deep Neural Network Compression Shiyi Luo Mingshuo Liu Kevin Han Magno T. M. Silva R. Demara ObjD 185 12 0 02 Aug 2024
A Comprehensive Study of Structural Pruning for Vision Models Haoling Li Haoling Li Mengqi Xue Gongfan Fang Sheng Zhou Zunlei Feng Huiqiong Wang Mingli Song Lechao Cheng VLM 120 0 0 18 Jun 2024
Reduced storage direct tensor ring decomposition for convolutional neural networks compression Mateusz Gabor R. Zdunek 143 0 0 17 May 2024
Structure-Preserving Network Compression Via Low-Rank Induced Training Through Linear Layers Composition Xitong Zhang Ismail Alkhouri Rongrong Wang 146 0 0 06 May 2024
Jointly Training and Pruning CNNs via Learnable Agent Guidance and Alignment Alireza Ganjdanesh Shangqian Gao Heng-Chiao Huang 139 11 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 142 3 0 12 Mar 2024
Enhanced Sparsification via Stimulative Training Shengji Tang Weihao Lin Hancheng Ye Peng Ye Chong Yu Baopu Li Tao Chen 85 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 134 9 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 126 2 0 27 Feb 2024
Towards Meta-Pruning via Optimal Transport Alexander Theus Olin Geimer Friedrich Wicke Thomas Hofmann Sotiris Anagnostidis Sidak Pal Singh MoMe 143 5 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 139 8 0 18 Jan 2024
DTMM: Deploying TinyML Models on Extremely Weak IoT Devices with Pruning Lixiang Han Zhen Xiao Zhenjiang Li 120 8 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 66 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 111 11 0 10 Dec 2023
Towards Higher Ranks via Adversarial Weight Pruning Yuchuan Tian Hanting Chen Tianyu Guo Chao Xu Yunhe Wang 103 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 133 2 0 16 Oct 2023
Filter Pruning For CNN With Enhanced Linear Representation Redundancy Bojue Wang Chun-Xia Ma Bin Liu Nianbo Liu Jinqi Zhu 97 1 0 10 Oct 2023
SINF: Semantic Neural Network Inference with Semantic Subgraphs Sazzad Sayyed Jonathan D. Ashdown 99 0 0 02 Oct 2023
LAPP: Layer Adaptive Progressive Pruning for Compressing CNNs from Scratch P. Zhai K. Guo Fan Liu Xiaofen Xing Xiangmin Xu 105 3 0 25 Sep 2023
A Differentiable Framework for End-to-End Learning of Hybrid Structured Compression Moonjung Eo Suhyun Kang Wonjong Rhee 107 2 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 107 11 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 Mohamed Bennai K. Pekmestzi Dimitrios Soudris 165 6 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 155 21 0 30 May 2023
Layer-adaptive Structured Pruning Guided by Latency Siyuan Pan Linna Zhang Jie Zhang Xiaoshuang Li Liang Hou Xiaobing Tu 91 1 0 23 May 2023
Dynamic Sparse Training with Structured Sparsity Mike Lasby A. Golubeva Utku Evci Mihai Nica Yani Andrew Ioannou 280 27 0 03 May 2023
Exploring Incompatible Knowledge Transfer in Few-shot Image Generation Yunqing Zhao Chao Du Milad Abdollahzadeh Tianyu Pang Min Lin Shuicheng Yan Ngai-Man Cheung 135 23 0 15 Apr 2023
Continual Domain Adaptation through Pruning-aided Domain-specific Weight Modulation B. Prasanna Sunandini Sanyal R. Venkatesh Babu CLL 115 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 104 2 0 15 Apr 2023
CP $^3$ : Channel Pruning Plug-in for Point-based Networks Yaomin Huang Ning Liu Zhengping Che Zhiyuan Xu Yaxin Peng Chaomin Shen Guixu Zhang Xinmei Liu Feifei Feng Jian Tang 3DPC 144 17 0 23 Mar 2023