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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
A Fair Loss Function for Network Pruning Robbie Meyer Alexander Wong CVBM 93 3 0 18 Nov 2022
Structured Pruning Adapters Lukas Hedegaard Aman Alok Juby Jose Alexandros Iosifidis 69 11 0 17 Nov 2022
Millimeter Wave Drones with Cameras: Computer Vision Aided Wireless Beam Prediction Gouranga Charan Andrew Hredzak Ahmed Alkhateeb 34 9 0 14 Nov 2022
Pruning Very Deep Neural Network Channels for Efficient Inference Yihui He 57 1 0 14 Nov 2022
Partial Binarization of Neural Networks for Budget-Aware Efficient Learning Udbhav Bamba Neeraj Anand Saksham Aggarwal Dilip K Prasad D. K. Gupta MQ 77 0 0 12 Nov 2022
MGiaD: Multigrid in all dimensions. Efficiency and robustness by coarsening in resolution and channel dimensions Antonia van Betteray Matthias Rottmann Karsten Kahl 70 2 0 10 Nov 2022
ClassPruning: Speed Up Image Restoration Networks by Dynamic N:M Pruning Yang Zhou Yuda Song Hui Qian Xin Du VLM 65 1 0 10 Nov 2022
Deep Learning based Computer Vision Methods for Complex Traffic Environments Perception: A Review Talha Azfar Jinlong Li Hongkai Yu R. Cheu Yisheng Lv Ruimin Ke 63 22 0 09 Nov 2022
Soft Masking for Cost-Constrained Channel Pruning Ryan Humble Maying Shen J. Latorre Eric Darve1 J. Álvarez 54 14 0 04 Nov 2022
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models Zhekai Zhang Ji Lin Chenlin Meng Stefano Ermon Song Han Jun-Yan Zhu DiffM 138 49 0 03 Nov 2022
Losses Can Be Blessings: Routing Self-Supervised Speech Representations Towards Efficient Multilingual and Multitask Speech Processing Yonggan Fu Yang Zhang Kaizhi Qian Zhifan Ye Zhongzhi Yu Cheng-I Jeff Lai Yingyan Lin 168 9 0 02 Nov 2022
SIMD-size aware weight regularization for fast neural vocoding on CPU Hiroki Kanagawa Yusuke Ijima 115 0 0 02 Nov 2022
Recognition of Defective Mineral Wool Using Pruned ResNet Models M. Rafiei D. Tran Alexandros Iosifidis 64 4 0 01 Nov 2022
Data-Efficient Cross-Lingual Transfer with Language-Specific Subnetworks Rochelle Choenni Dan Garrette Ekaterina Shutova 92 2 0 31 Oct 2022
Model Compression for DNN-based Speaker Verification Using Weight Quantization Jingyu Li W. Liu Zhaoyang Zhang Jiong Wang Tan Lee MQ 59 3 0 31 Oct 2022
$Strong Lottery Ticket Hypothesis with $\varepsilon$--perturbation$ Strong Lottery Ticket Hypothesis with $\varepsilon$ --perturbation Zheyang Xiong Fangshuo Liao Anastasios Kyrillidis 61 2 0 29 Oct 2022
A pruning method based on the dissimilarity of angle among channels and filters Jiayi Yao P. Li Xiatao Kang Yuzhe Wang 3DPC 58 3 0 29 Oct 2022
LOFT: Finding Lottery Tickets through Filter-wise Training Qihan Wang Chen Dun Fangshuo Liao C. Jermaine Anastasios Kyrillidis 69 3 0 28 Oct 2022
Exploring the Effects of Channel Sparsity on Neural Network Pruning for Acoustic Scene Classification Yiqian Cai Shengchen Li 35 0 0 28 Oct 2022
Efficient Similarity-based Passive Filter Pruning for Compressing CNNs Arshdeep Singh Mark D. Plumbley 3DPC 31 1 0 27 Oct 2022
Pruning's Effect on Generalization Through the Lens of Training and Regularization Tian Jin Michael Carbin Daniel M. Roy Jonathan Frankle Gintare Karolina Dziugaite 84 30 0 25 Oct 2022
Pushing the Efficiency Limit Using Structured Sparse Convolutions Vinay Kumar Verma Nikhil Mehta Shijing Si Ricardo Henao Lawrence Carin 50 3 0 23 Oct 2022
Sub-network Multi-objective Evolutionary Algorithm for Filter Pruning Xuhua Li Weize Sun Lei Huang Shaowu Chen 47 0 0 22 Oct 2022
Pruning by Active Attention Manipulation Z. Babaiee Lucas Liebenwein Ramin Hasani Daniela Rus Radu Grosu 67 0 0 20 Oct 2022
Attaining Class-level Forgetting in Pretrained Model using Few Samples Pravendra Singh Pratik Mazumder M. A. Karim VLM CLL MU 40 1 0 19 Oct 2022
AttTrack: Online Deep Attention Transfer for Multi-object Tracking Keivan Nalaie Rong Zheng VOT 65 5 0 16 Oct 2022
Lightweight Alpha Matting Network Using Distillation-Based Channel Pruning Donggeun Yoon Jinsun Park Donghyeon Cho 60 1 0 14 Oct 2022
Neural Network Compression by Joint Sparsity Promotion and Redundancy Reduction T. M. Khan Syed S. Naqvi A. Robles-Kelly Erik H. W. Meijering 84 7 0 14 Oct 2022
Parameter-Efficient Masking Networks Yue Bai Huan Wang Xu Ma Yitian Zhang Zhiqiang Tao Yun Fu 67 10 0 13 Oct 2022
Structural Pruning via Latency-Saliency Knapsack Maying Shen Hongxu Yin Pavlo Molchanov Lei Mao Jianna Liu J. Álvarez 100 50 0 13 Oct 2022
SeKron: A Decomposition Method Supporting Many Factorization Structures Marawan Gamal Abdel Hameed A. Mosleh Marzieh S. Tahaei V. Nia 59 1 0 12 Oct 2022
Pruning Adversarially Robust Neural Networks without Adversarial Examples T. Jian Zifeng Wang Yanzhi Wang Jennifer Dy Stratis Ioannidis AAML VLM 71 13 0 09 Oct 2022
Advancing Model Pruning via Bi-level Optimization Yihua Zhang Yuguang Yao Parikshit Ram Pu Zhao Tianlong Chen Min-Fong Hong Yanzhi Wang Sijia Liu 154 68 0 08 Oct 2022
Demystifying Map Space Exploration for NPUs Sheng-Chun Kao A. Parashar Po-An Tsai T. Krishna 100 10 0 07 Oct 2022
IDa-Det: An Information Discrepancy-aware Distillation for 1-bit Detectors Sheng Xu Yanjing Li Bo-Wen Zeng Teli Ma Baochang Zhang Xianbin Cao Penglei Gao Jinhu Lv 84 15 0 07 Oct 2022
Why Random Pruning Is All We Need to Start Sparse Advait Gadhikar Sohom Mukherjee R. Burkholz 96 21 0 05 Oct 2022
EAPruning: Evolutionary Pruning for Vision Transformers and CNNs Qingyuan Li Bo Zhang Xiangxiang Chu ViT VLM 51 3 0 01 Oct 2022
Sequential Attention for Feature Selection T. Yasuda M. Bateni Lin Chen Matthew Fahrbach Gang Fu Vahab Mirrokni 107 11 0 29 Sep 2022
Adaptive Sparse ViT: Towards Learnable Adaptive Token Pruning by Fully Exploiting Self-Attention Xiangcheng Liu Tianyi Wu Guodong Guo ViT 132 31 0 28 Sep 2022
Sauron U-Net: Simple automated redundancy elimination in medical image segmentation via filter pruning Juan Miguel Valverde Artem Shatillo Jussi Tohka AAML 57 5 0 27 Sep 2022
Neural Network Panning: Screening the Optimal Sparse Network Before Training Xiatao Kang P. Li Jiayi Yao Chengxi Li VLM 45 1 0 27 Sep 2022
Pruning Neural Networks via Coresets and Convex Geometry: Towards No Assumptions M. Tukan Loay Mualem Alaa Maalouf 3DPC 80 23 0 18 Sep 2022
Learning to Weight Samples for Dynamic Early-exiting Networks Yizeng Han Yifan Pu Zihang Lai Chaofei Wang S. Song Junfen Cao Wenhui Huang Chao Deng Gao Huang 121 57 0 17 Sep 2022
MiNL: Micro-images based Neural Representation for Light Fields Ziru Xu Henan Wang Zhibo Chen 61 1 0 17 Sep 2022
Top-Tuning: a study on transfer learning for an efficient alternative to fine tuning for image classification with fast kernel methods P. D. Alfano Vito Paolo Pastore Lorenzo Rosasco Francesca Odone 49 7 0 16 Sep 2022
Training Recipe for N:M Structured Sparsity with Decaying Pruning Mask Sheng-Chun Kao Amir Yazdanbakhsh Suvinay Subramanian Shivani Agrawal Utku Evci T. Krishna 128 12 0 15 Sep 2022
Neural Networks Reduction via Lumping Dalila Ressi Riccardo Romanello S. Rossi Carla Piazza 80 4 0 15 Sep 2022
Patching Weak Convolutional Neural Network Models through Modularization and Composition Binhang Qi Hailong Sun Xiang Gao Hongyu Zhang 102 11 0 11 Sep 2022
Sparsity-guided Network Design for Frame Interpolation Tian Ding Luming Liang Zhihui Zhu Tianyi Chen Ilya Zharkov 83 6 0 09 Sep 2022
Generative Adversarial Super-Resolution at the Edge with Knowledge Distillation Simone Angarano Francesco Salvetti Mauro Martini Marcello Chiaberge GAN 110 22 0 07 Sep 2022