Deep Roots: Improving CNN Efficiency with Hierarchical Filter Groups

20 May 2016

Papers citing "Deep Roots: Improving CNN Efficiency with Hierarchical Filter Groups"

39 / 39 papers shown

Title
HANet: A Hierarchical Attention Network for Change Detection With Bitemporal Very-High-Resolution Remote Sensing Images Chengxi Han Chen Wu Haonan Guo Meiqi Hu Hongruixuan Chen 30 91 0 14 Apr 2024
Boosting Convolutional Neural Networks with Middle Spectrum Grouped Convolution Z. Su Jiehua Zhang Tianpeng Liu Zhen Liu Shuanghui Zhang M. Pietikäinen Li Liu 32 2 0 13 Apr 2023
Scaling Forward Gradient With Local Losses Mengye Ren Simon Kornblith Renjie Liao Geoffrey E. Hinton 81 49 0 07 Oct 2022
Selecting Related Knowledge via Efficient Channel Attention for Online Continual Learning Ya-nan Han Jian-wei Liu CLL 25 0 0 09 Sep 2022
Design Automation for Fast, Lightweight, and Effective Deep Learning Models: A Survey Dalin Zhang Kaixuan Chen Yan Zhao B. Yang Li-Ping Yao Christian S. Jensen 53 3 0 22 Aug 2022
Extremely Lightweight Quantization Robust Real-Time Single-Image Super Resolution for Mobile Devices Mustafa Ayazoglu 8 57 0 21 May 2021
Dual-side Sparse Tensor Core Yang-Feng Wang Chen Zhang Zhiqiang Xie Cong Guo Yunxin Liu Jingwen Leng 25 75 0 20 May 2021
LEAP: Learning Articulated Occupancy of People Marko Mihajlovic Yan Zhang Michael J. Black Siyu Tang 3DH 31 129 0 14 Apr 2021
Frequency-aware Discriminative Feature Learning Supervised by Single-Center Loss for Face Forgery Detection Jiaming Li Hongtao Xie Jiahong Li Zhongyuan Wang Yongdong Zhang CVBM 48 237 0 16 Mar 2021
Self-grouping Convolutional Neural Networks Qingbei Guo Xiaojun Wu J. Kittler Zhiquan Feng 25 22 0 29 Sep 2020
Two-branch Recurrent Network for Isolating Deepfakes in Videos I. Masi Aditya Killekar R. Mascarenhas Shenoy Pratik Gurudatt Wael AbdAlmageed CVBM 13 361 0 08 Aug 2020
Temporally Distributed Networks for Fast Video Semantic Segmentation Ping Hu Fabian Caba Heilbron Oliver Wang Zhe Lin Stan Sclaroff Federico Perazzi VOS 20 186 0 03 Apr 2020
A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects Zewen Li Wenjie Yang Shouheng Peng Fan Liu HAI 3DV 64 2,608 0 01 Apr 2020
IC-Network: Efficient Structure for Convolutional Neural Networks Junyi An Fengshan Liu Jian Zhao S. Furao 26 0 0 19 Nov 2019
ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks Qilong Wang Banggu Wu Peng Fei Zhu P. Li W. Zuo Q. Hu 70 3,900 0 08 Oct 2019
A Pre-defined Sparse Kernel Based Convolution for Deep CNNs Souvik Kundu Saurav Prakash H. Akrami Peter A. Beerel K. Chugg 36 12 0 02 Oct 2019
MIOpen: An Open Source Library For Deep Learning Primitives Jehandad Khan Paul Fultz Artem Tamazov Daniel Lowell Chao-Jung Liu ... Vasilii Filippov Jing Zhang Jing Zhou Bragadeesh Natarajan Mayank Daga VLM MoE 20 38 0 30 Sep 2019
DensePoint: Learning Densely Contextual Representation for Efficient Point Cloud Processing Yongcheng Liu Bin Fan Gaofeng Meng Jiwen Lu Shiming Xiang Chunhong Pan 3DPC 128 270 0 09 Sep 2019
Stochastic Filter Groups for Multi-Task CNNs: Learning Specialist and Generalist Convolution Kernels Felix J. S. Bragman Ryutaro Tanno Sebastien Ourselin Daniel C. Alexander M. Jorge Cardoso 24 86 0 26 Aug 2019
Deep Sparse Band Selection for Hyperspectral Face Recognition Fariborz Taherkhani J. Dawson Nasser M. Nasrabadi CVBM 20 11 0 15 Aug 2019
Fine-grained Optimization of Deep Neural Networks Mete Ozay ODL 19 1 0 22 May 2019
SAWNet: A Spatially Aware Deep Neural Network for 3D Point Cloud Processing Chaitanya Kaul Nick E. Pears S. Manandhar 3DPC 27 14 0 18 May 2019
Training CNNs with Selective Allocation of Channels Jongheon Jeong Jinwoo Shin CVBM 39 15 0 11 May 2019
ANTNets: Mobile Convolutional Neural Networks for Resource Efficient Image Classification Yunyang Xiong Hyunwoo Kim Varsha Hedau 48 19 0 07 Apr 2019
All You Need is a Few Shifts: Designing Efficient Convolutional Neural Networks for Image Classification Weijie Chen Di Xie Yuan Zhang Shiliang Pu 30 80 0 13 Mar 2019
Efficient Structured Pruning and Architecture Searching for Group Convolution Ruizhe Zhao Wayne Luk 45 16 0 23 Nov 2018
Building Efficient Deep Neural Networks with Unitary Group Convolutions Ritchie Zhao Yuwei Hu Jordan Dotzel Christopher De Sa Zhiru Zhang 32 28 0 19 Nov 2018
A Closer Look at Structured Pruning for Neural Network Compression Elliot J. Crowley Jack Turner Amos Storkey Michael F. P. O'Boyle 3DPC 29 31 0 10 Oct 2018
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design Ningning Ma Xiangyu Zhang Haitao Zheng Jian Sun 51 4,931 0 30 Jul 2018
IGCV3: Interleaved Low-Rank Group Convolutions for Efficient Deep Neural Networks Ke Sun Mingjie Li Dong Liu Jingdong Wang 45 126 0 01 Jun 2018
Recognizing Birds from Sound - The 2018 BirdCLEF Baseline System Stefan Kahl Thomas Wilhelm-Stein Holger Klinck Danny Kowerko Maximilian Eibl 25 28 0 19 Apr 2018
IGCV $2$ : Interleaved Structured Sparse Convolutional Neural Networks Guotian Xie Jingdong Wang Ting Zhang Jianhuang Lai Richang Hong Guo-Jun Qi 19 105 0 17 Apr 2018
SBNet: Sparse Blocks Network for Fast Inference Mengye Ren A. Pokrovsky Binh Yang R. Urtasun 27 179 0 07 Jan 2018
Moonshine: Distilling with Cheap Convolutions Elliot J. Crowley Gavia Gray Amos Storkey 33 120 0 07 Nov 2017
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 117 26,062 0 05 Sep 2017
Interleaved Group Convolutions for Deep Neural Networks Ting Zhang Guo-Jun Qi Bin Xiao Jingdong Wang 36 81 0 10 Jul 2017
Deep Convolutional Decision Jungle for Image Classification Seungryul Baek K. Kim Tae-Kyun Kim 29 17 0 06 Jun 2017
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 327 10,237 0 16 Nov 2016
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 266 7,640 0 03 Jul 2012