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Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

50 / 1,596 papers shown

Title
Deep Weight Factorization: Sparse Learning Through the Lens of Artificial Symmetries Chris Kolb T. Weber Bernd Bischl David Rügamer 372 1 0 04 Feb 2025
B-FPGM: Lightweight Face Detection via Bayesian-Optimized Soft FPGM Pruning Nikolaos Kaparinos Vasileios Mezaris CVBM 160 0 0 28 Jan 2025
THOR: A Generic Energy Estimation Approach for On-Device Training Jiaru Zhang Zesong Wang Hao Wang Tao Song Huai-an Su ... Yang Hua Xiangwei Zhou Ruhui Ma Miao Pan Haibing Guan 106 0 0 27 Jan 2025
Playing the Lottery With Concave Regularizers for Sparse Trainable Neural Networks Giulia Fracastoro Sophie M. Fosson Andrea Migliorati G. Calafiore 184 1 0 19 Jan 2025
Tailored-LLaMA: Optimizing Few-Shot Learning in Pruned LLaMA Models with Task-Specific Prompts Danyal Aftab Steven Davy ALM 118 1 0 10 Jan 2025
EEG Emotion Copilot: Optimizing Lightweight LLMs for Emotional EEG Interpretation with Assisted Medical Record Generation Hongyu Chen Weiming Zeng Chong Chen Luhui Cai Fei Wang ... Wei Zhang Yuchen Li Hongjie Yan W. Siok Nizhuan Wang 78 0 0 08 Jan 2025
Optimizing Small Language Models for In-Vehicle Function-Calling Yahya Sowti Khiabani Farris Atif Chieh Hsu Sven Stahlmann Tobias Michels Sebastian Kramer Benedikt Heidrich M. Saquib Sarfraz Julian Merten Faezeh Tafazzoli 82 1 0 04 Jan 2025
Pruning-based Data Selection and Network Fusion for Efficient Deep Learning Humaira Kousar Hasnain Irshad Bhatti Jaekyun Moon 89 1 0 03 Jan 2025
Improving Quantization-aware Training of Low-Precision Network via Block Replacement on Full-Precision Counterpart Chengting Yu Shu Yang Fengzhao Zhang Hanzhi Ma Aili Wang Er-ping Li MQ 111 4 0 20 Dec 2024
Holistic Adversarially Robust Pruning Qi Zhao Christian Wressnegger 129 10 0 19 Dec 2024
On the Compression of Language Models for Code: An Empirical Study on CodeBERT Giordano dÁloisio Luca Traini Federica Sarro A. Marco 87 1 0 18 Dec 2024
RemoteTrimmer: Adaptive Structural Pruning for Remote Sensing Image Classification Guanwenjie Zou Liang Yao Fan Liu Chuanyi Zhang Xin Li Ning Chen Shengxiang Xu Jun Zhou 93 1 0 17 Dec 2024
Designing Semi-Structured Pruning of Graph Convolutional Networks for Skeleton-based Recognition Hichem Sahbi CVBM 116 0 0 16 Dec 2024
DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning for Edge Devices Yongzhe Jia Xuyun Zhang Hongsheng Hu K. Choo Lianyong Qi Xiaolong Xu Amin Beheshti Wanchun Dou MoMe FedML 134 0 0 08 Dec 2024
Is Oracle Pruning the True Oracle? Sicheng Feng Keda Tao Haoyu Wang VLM 144 0 0 28 Nov 2024
Individual Content and Motion Dynamics Preserved Pruning for Video Diffusion Models Yiming Wu Huan Wang Zhenghao Chen Dong Xu DiffM VGen 120 1 0 27 Nov 2024
Reassessing Layer Pruning in LLMs: New Insights and Methods Yao Lu Hao Cheng Yujie Fang Zeyu Wang Jiaheng Wei Dongwei Xu Qi Xuan Xiaoniu Yang Zhaowei Zhu 123 4 0 23 Nov 2024
Quantization without Tears Minghao Fu Hao Yu Jie Shao Junjie Zhou Ke Zhu Jianxin Wu MQ 199 3 0 21 Nov 2024
Pushing the Limits of Sparsity: A Bag of Tricks for Extreme Pruning Andy Li A. Durrant Milan Markovic Lu Yin Georgios Leontidis Tianlong Chen Lu Yin Georgios Leontidis 175 0 0 20 Nov 2024
Electrostatic Force Regularization for Neural Structured Pruning Abdesselam Ferdi A. Taleb-Ahmed A. Nakib Youcef Ferdi 115 1 0 17 Nov 2024
Complexity-Aware Training of Deep Neural Networks for Optimal Structure Discovery Valentin Frank Ingmar Guenter Athanasios Sideris CVBM 41 0 0 14 Nov 2024
Flashy Backdoor: Real-world Environment Backdoor Attack on SNNs with DVS Cameras Roberto Riaño Gorka Abad S. Picek A. Urbieta AAML 101 0 0 05 Nov 2024
Automatic Structured Pruning for Efficient Architecture in Federated Learning Thai Vu Nguyen Long Bao Le Anderson Avila FedML 41 0 0 04 Nov 2024
Decoupling Dark Knowledge via Block-wise Logit Distillation for Feature-level Alignment Chengting Yu Fengzhao Zhang Ruizhe Chen Zuozhu Liu Shurun Tan Er-ping Li Aili Wang 88 2 0 03 Nov 2024
Improving DNN Modularization via Activation-Driven Training Tuan Ngo Abid Hassan Saad Shafiq Nenad Medvidovic MoMe 72 0 0 01 Nov 2024
Inducing Semi-Structured Sparsity by Masking for Efficient Model Inference in Convolutional Networks David A. Danhofer 67 0 0 01 Nov 2024
SparseTem: Boosting the Efficiency of CNN-Based Video Encoders by Exploiting Temporal Continuity Kaidi Wang Jieru Zhao Shuo Yang Wenchao Ding Minyi Guo 58 0 0 28 Oct 2024
Uncovering Capabilities of Model Pruning in Graph Contrastive Learning Wu Junran Chen Xueyuan Li Shangzhe 95 1 0 27 Oct 2024
DiP-GO: A Diffusion Pruner via Few-step Gradient Optimization Haowei Zhu Dehua Tang Ji Liu Mingjie Lu Jintu Zheng ... Spandan Tiwari Ashish Sirasao Jun-Hai Yong Bin Wang E. Barsoum DiffM 84 9 0 22 Oct 2024
Mitigating Vanishing Activations in Deep CapsNets Using Channel Pruning Siddharth Sahu Abdulrahman Altahhan 3DPC MedIm 78 0 0 22 Oct 2024
DISP-LLM: Dimension-Independent Structural Pruning for Large Language Models Shangqian Gao Chi-Heng Lin Ting Hua Tang Zheng Yilin Shen Hongxia Jin Yen-Chang Hsu 66 10 0 15 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 66 6 0 14 Oct 2024
STA-Unet: Rethink the semantic redundant for Medical Imaging Segmentation Vamsi Krishna Vasa Wenhui Zhu Xiwen Chen Peijie Qiu Xuanzhao Dong Yalin Wang ViT 57 0 0 13 Oct 2024
Reducing Data Bottlenecks in Distributed, Heterogeneous Neural Networks Ruhai Lin Rui-Jie Zhu Jason K. Eshraghian 71 1 0 12 Oct 2024
Non-transferable Pruning Ruyi Ding Lili Su A. A. Ding Yunsi Fei AAML 70 2 0 10 Oct 2024
Neural Metamorphosis Xingyi Yang Xinchao Wang 77 2 0 10 Oct 2024
Growing Efficient Accurate and Robust Neural Networks on the Edge Vignesh Sundaresha Naresh Shanbhag 74 0 0 10 Oct 2024
Learning Content-Aware Multi-Modal Joint Input Pruning via Bird's-Eye-View Representation Yuxin Li Yiheng Li Xulei Yang Mengying Yu Zihang Huang Xiaojun Wu Chai Kiat Yeo 59 0 0 09 Oct 2024
ReTok: Replacing Tokenizer to Enhance Representation Efficiency in Large Language Model Shuhao Gu Mengdi Zhao Bowen Zhang Liangdong Wang Jijie Li Guang Liu 66 3 0 06 Oct 2024
Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement Gaurav Patel Christopher Sandino Behrooz Mahasseni Ellen L. Zippi Erdrin Azemi Ali Moin Juri Minxha TTA AI4TS 117 3 0 03 Oct 2024
Investigating the Effect of Network Pruning on Performance and Interpretability Jonathan von Rad Florian Seuffert 126 1 0 29 Sep 2024
CycleBNN: Cyclic Precision Training in Binary Neural Networks Federico Fontana Romeo Lanzino Anxhelo Diko G. Foresti Luigi Cinque MQ 97 0 0 28 Sep 2024
CRoP: Context-wise Robust Static Human-Sensing Personalization Sawinder Kaur Avery Gump Yi Xiao Jingyu Xin Harshit Sharma Nina R Benway Jonathan L Preston Asif Salekin 171 0 0 26 Sep 2024
CNN Mixture-of-Depths Rinor Cakaj Jens Mehnert Bin Yang 77 1 0 25 Sep 2024
Mixture of Efficient Diffusion Experts Through Automatic Interval and Sub-Network Selection Alireza Ganjdanesh Yan Kang Yuchen Liu Richard Y. Zhang Zhe Lin Heng Huang DiffM 105 5 0 23 Sep 2024
SPAQ-DL-SLAM: Towards Optimizing Deep Learning-based SLAM for Resource-Constrained Embedded Platforms Niraj Pudasaini Muhammad Abdullah Hanif Mohamed Bennai 53 0 0 22 Sep 2024
Green Federated Learning: A new era of Green Aware AI Dipanwita Thakur Antonella Guzzo Giancarlo Fortino Francesco Piccialli AI4CE 105 5 0 19 Sep 2024
FAST GDRNPP: Improving the Speed of State-of-the-Art 6D Object Pose Estimation Thomas Pöllabauer Ashwin Pramod Volker Knauthe Michael Wahl 43 1 0 18 Sep 2024
An Efficient Privacy-aware Split Learning Framework for Satellite Communications Jianfei Sun Cong Wu Shahid Mumtaz Junyi Tao Mingsheng Cao Mei Wang Valerio Frascolla 79 5 0 13 Sep 2024
ELMS: Elasticized Large Language Models On Mobile Devices Wangsong Yin Rongjie Yi Daliang Xu Gang Huang Mengwei Xu Xuanzhe Liu 77 6 0 08 Sep 2024