Towards Efficient Model Compression via Learned Global Ranking

Towards Efficient Model Compression via Learned Global Ranking

28 April 2019

Diana Marculescu

Papers citing "Towards Efficient Model Compression via Learned Global Ranking"

19 / 19 papers shown

Title
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
Boosting Convolutional Neural Networks with Middle Spectrum Grouped Convolution Z. Su Jiehua Zhang Tianpeng Liu Zhen Liu Shuanghui Zhang M. Pietikäinen Li Liu 27 2 0 13 Apr 2023
Network Pruning via Feature Shift Minimization Y. Duan Yue Zhou Peng He Qiang Liu Shukai Duan Xiaofang Hu 18 4 0 06 Jul 2022
QADAM: Quantization-Aware DNN Accelerator Modeling for Pareto-Optimality A. Inci Siri Garudanagiri Virupaksha Aman Jain Venkata Vivek Thallam Ruizhou Ding Diana Marculescu MQ 24 2 0 20 May 2022
QAPPA: Quantization-Aware Power, Performance, and Area Modeling of DNN Accelerators A. Inci Siri Garudanagiri Virupaksha Aman Jain Venkata Vivek Thallam Ruizhou Ding Diana Marculescu MQ 11 5 0 17 May 2022
Ensemble Knowledge Guided Sub-network Search and Fine-tuning for Filter Pruning Seunghyun Lee B. Song 19 8 0 05 Mar 2022
Pruning-aware Sparse Regularization for Network Pruning Nanfei Jiang Xu Zhao Chaoyang Zhao Yongqi An Ming Tang Jinqiao Wang 3DPC 16 12 0 18 Jan 2022
GhostNets on Heterogeneous Devices via Cheap Operations Kai Han Yunhe Wang Chang Xu Jianyuan Guo Chunjing Xu Enhua Wu Qi Tian 19 102 0 10 Jan 2022
Network Compression via Central Filter Y. Duan Xiaofang Hu Yue Zhou Qiang Liu Shukai Duan 3DPC 14 1 0 10 Dec 2021
Batch Normalization Tells You Which Filter is Important Junghun Oh Heewon Kim Sungyong Baik Chee Hong Kyoung Mu Lee CVBM 21 8 0 02 Dec 2021
Improved Knowledge Distillation via Adversarial Collaboration Zhiqiang Liu Chengkai Huang Yanxia Liu 21 2 0 29 Nov 2021
Class-Discriminative CNN Compression Yuchen Liu D. Wentzlaff S. Kung 26 1 0 21 Oct 2021
SMOF: Squeezing More Out of Filters Yields Hardware-Friendly CNN Pruning Yanli Liu Bochen Guan Qinwen Xu Weiyi Li Shuxue Quan 25 2 0 21 Oct 2021
RingCNN: Exploiting Algebraically-Sparse Ring Tensors for Energy-Efficient CNN-Based Computational Imaging Chao-Tsung Huang 32 10 0 19 Apr 2021
DeepNVM++: Cross-Layer Modeling and Optimization Framework of Non-Volatile Memories for Deep Learning A. Inci Mehmet Meric Isgenc Diana Marculescu 13 20 0 08 Dec 2020
Third ArchEdge Workshop: Exploring the Design Space of Efficient Deep Neural Networks Fuxun Yu Dimitrios Stamoulis Di Wang Dimitrios Lymberopoulos Xiang Chen 3DV 8 1 0 22 Nov 2020
Joint Pruning & Quantization for Extremely Sparse Neural Networks Po-Hsiang Yu Sih-Sian Wu Jan P. Klopp Liang-Gee Chen Shao-Yi Chien MQ 14 14 0 05 Oct 2020
PoPS: Policy Pruning and Shrinking for Deep Reinforcement Learning Dor Livne Kobi Cohen 24 50 0 14 Jan 2020
NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications Tien-Ju Yang Andrew G. Howard Bo Chen Xiao Zhang Alec Go Mark Sandler Vivienne Sze Hartwig Adam 90 515 0 09 Apr 2018