SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size

24 February 2016

Song Han

Papers citing "SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size"

50 / 819 papers shown

Title
Deep Learning on Mobile Devices - A Review Yunbin Deng 15 120 0 21 Mar 2019
High-Throughput CNN Inference on Embedded ARM big.LITTLE Multi-Core Processors Siqi Wang Gayathri Ananthanarayanan Yifan Zeng Neeraj Goel A. Pathania T. Mitra 12 118 0 14 Mar 2019
Cascaded Projection: End-to-End Network Compression and Acceleration Breton L. Minnehan Andreas E. Savakis 21 26 0 12 Mar 2019
Structured Knowledge Distillation for Dense Prediction Yifan Liu Chris Liu Jingdong Wang Zhenbo Luo 27 575 0 11 Mar 2019
Neural Network Model Extraction Attacks in Edge Devices by Hearing Architectural Hints Xing Hu Ling Liang Lei Deng Shuangchen Li Xinfeng Xie Yu Ji Yufei Ding Chang Liu T. Sherwood Yuan Xie AAML MLAU 23 36 0 10 Mar 2019
Efficient Deep Neural Network for Photo-realistic Image Super-Resolution Namhyuk Ahn Byungkon Kang Kyung-ah Sohn SupR 27 27 0 06 Mar 2019
Learning low-precision neural networks without Straight-Through Estimator(STE) Z. G. Liu Matthew Mattina MQ 27 34 0 04 Mar 2019
Biometric Presentation Attack Detection: Beyond the Visible Spectrum Ruben Tolosana M. Gomez-Barrero Christoph Busch J. Ortega-Garcia AAML 21 75 0 28 Feb 2019
Joint Face Detection and Facial Motion Retargeting for Multiple Faces Bindita Chaudhuri Noranart Vesdapunt Baoyuan Wang CVBM 3DH 27 54 0 27 Feb 2019
Deep Multi-modal Object Detection and Semantic Segmentation for Autonomous Driving: Datasets, Methods, and Challenges Di Feng Christian Haase-Schuetz Lars Rosenbaum Heinz Hertlein Claudius Gläser Fabian Duffhauss W. Wiesbeck Klaus C. J. Dietmayer 3DPC 41 988 0 21 Feb 2019
Spatially-Adaptive Filter Units for Compact and Efficient Deep Neural Networks Domen Tabernik Matej Kristan A. Leonardis 16 22 0 20 Feb 2019
Air Quality Measurement Based on Double-Channel Convolutional Neural Network Ensemble Learning Zhenyu Wang Wei Zheng Chunfeng Song 22 21 0 19 Feb 2019
Low-bit Quantization of Neural Networks for Efficient Inference Yoni Choukroun Eli Kravchik Fan Yang P. Kisilev MQ 33 356 0 18 Feb 2019
AutoQ: Automated Kernel-Wise Neural Network Quantization Qian Lou Feng Guo Lantao Liu Minje Kim Lei Jiang MQ 27 97 0 15 Feb 2019
Do ImageNet Classifiers Generalize to ImageNet? Benjamin Recht Rebecca Roelofs Ludwig Schmidt Vaishaal Shankar OOD SSeg VLM 40 1,665 0 13 Feb 2019
Efficient Hybrid Network Architectures for Extremely Quantized Neural Networks Enabling Intelligence at the Edge I. Chakraborty Deboleena Roy Aayush Ankit Kaushik Roy GNN MQ 30 13 0 01 Feb 2019
A Mobile Robot Generating Video Summaries of Seniors' Indoor Activities Chih-Yuan Yang Heeseung Yun Srenavis Varadaraj Jane Yung-jen Hsu 25 0 0 30 Jan 2019
Convolutional Neural Networks with Layer Reuse Okan Kopuklu M. Babaee S. Hörmann Gerhard Rigoll 21 17 0 28 Jan 2019
Progressive Label Distillation: Learning Input-Efficient Deep Neural Networks Z. Q. Lin A. Wong 22 1 0 26 Jan 2019
Large-Batch Training for LSTM and Beyond Yang You Jonathan Hseu Chris Ying J. Demmel Kurt Keutzer Cho-Jui Hsieh 23 89 0 24 Jan 2019
Machine Learning for Wireless Communications in the Internet of Things: A Comprehensive Survey Jithin Jagannath Nicholas Polosky Anu Jagannath Francesco Restuccia Tommaso Melodia 33 228 0 23 Jan 2019
Towards Compact ConvNets via Structure-Sparsity Regularized Filter Pruning Shaohui Lin Rongrong Ji Yuchao Li Cheng Deng Xuelong Li 25 70 0 23 Jan 2019
Light-weighted Saliency Detection with Distinctively Lower Memory Cost and Model Size Shanghua Xiao 24 1 0 15 Jan 2019
Towards Testing of Deep Learning Systems with Training Set Reduction Helge Spieker A. Gotlieb 23 9 0 14 Jan 2019
Guidelines and Benchmarks for Deployment of Deep Learning Models on Smartphones as Real-Time Apps Abhishek Sehgal N. Kehtarnavaz 22 38 0 08 Jan 2019
CC-Net: Image Complexity Guided Network Compression for Biomedical Image Segmentation Suraj Mishra Peixian Liang A. Czajka Danny Chen X. S. Hu MedIm 16 27 0 06 Jan 2019
FPGA-based Accelerators of Deep Learning Networks for Learning and Classification: A Review Ahmad Shawahna S. M. Sait A. El-Maleh 28 372 0 01 Jan 2019
Studying the Plasticity in Deep Convolutional Neural Networks using Random Pruning Deepak Mittal S. Bhardwaj Mitesh M. Khapra Balaraman Ravindran 3DPC 33 31 0 26 Dec 2018
ChamNet: Towards Efficient Network Design through Platform-Aware Model Adaptation Xiaoliang Dai Peizhao Zhang Bichen Wu Hongxu Yin Fei Sun ... Yiming Wu Yangqing Jia Peter Vajda M. Uyttendaele N. Jha 33 272 0 21 Dec 2018
Training Competitive Binary Neural Networks from Scratch Joseph Bethge Marvin Bornstein Adrian Loy Haojin Yang Christoph Meinel MQ 13 33 0 05 Dec 2018
Assigning a Grade: Accurate Measurement of Road Quality Using Satellite Imagery Gabriel Cadamuro Aggrey Muhebwa Jay Taneja 16 29 0 01 Dec 2018
Dense xUnit Networks I. Kligvasser T. Michaeli 21 3 0 27 Nov 2018
TrIMS: Transparent and Isolated Model Sharing for Low Latency Deep LearningInference in Function as a Service Environments Abdul Dakkak Cheng-rong Li Simon Garcia De Gonzalo Jinjun Xiong Wen-mei W. Hwu 21 19 0 24 Nov 2018
Joint Neural Architecture Search and Quantization Yukang Chen Gaofeng Meng Qian Zhang Xinbang Zhang Liangchen Song Shiming Xiang Chunhong Pan MQ 30 29 0 23 Nov 2018
Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation Bohan Zhuang Chunhua Shen Mingkui Tan Lingqiao Liu Ian Reid MQ 27 152 0 22 Nov 2018
On a Sparse Shortcut Topology of Artificial Neural Networks Fenglei Fan Dayang Wang Hengtao Guo Qikui Zhu Pingkun Yan Ge Wang Hengyong Yu 38 22 0 22 Nov 2018
Factorized Distillation: Training Holistic Person Re-identification Model by Distilling an Ensemble of Partial ReID Models Pengyuan Ren Jianmin Li 25 9 0 20 Nov 2018
Analyzing Machine Learning Workloads Using a Detailed GPU Simulator Jonathan Lew Deval Shah Suchita Pati Shaylin Cattell Mengchi Zhang ... Christopher Ng Negar Goli Matthew D. Sinclair Timothy G. Rogers Tor M. Aamodt 29 65 0 18 Nov 2018
Detecting The Objects on The Road Using Modular Lightweight Network Sen Cao Yazhou Liu P. Lasang Shengmei Shen ObjD 19 7 0 16 Nov 2018
ShuffleDet: Real-Time Vehicle Detection Network in On-board Embedded UAV Imagery S. Azimi 19 35 0 15 Nov 2018
YOLO-LITE: A Real-Time Object Detection Algorithm Optimized for Non-GPU Computers J. Pedoeem Rachel Huang ObjD 13 498 0 14 Nov 2018
HSD-CNN: Hierarchically self decomposing CNN architecture using class specific filter sensitivity analysis Kasanagottu Sairam J. Mukherjee A. Patra P. Das 27 5 0 11 Nov 2018
A First Look at Deep Learning Apps on Smartphones Mengwei Xu Jiawei Liu Yuanqiang Liu F. Lin Yunxin Liu Xuanzhe Liu HAI 33 177 0 08 Nov 2018
Convolutional Neural Network Quantization using Generalized Gamma Distribution Doyun Kim H. Yim Sanghyuck Ha Changgwun Lee Inyup Kang MQ 24 4 0 31 Oct 2018
Decoupling Semantic Context and Color Correlation with multi-class cross branch regularization Vishal Keshav L. TejpratapG.V.S. 20 3 0 18 Oct 2018
Fast Construction of Correcting Ensembles for Legacy Artificial Intelligence Systems: Algorithms and a Case Study I. Tyukin Alexander N. Gorban Stephen Green Danil Prokhorov 22 15 0 12 Oct 2018
Quantization for Rapid Deployment of Deep Neural Networks J. Lee Sangwon Ha Saerom Choi Won-Jo Lee Seungwon Lee MQ 14 48 0 12 Oct 2018
Rate Distortion For Model Compression: From Theory To Practice Weihao Gao Yu-Han Liu Chong-Jun Wang Sewoong Oh 30 31 0 09 Oct 2018
Light-Weight RefineNet for Real-Time Semantic Segmentation Vladimir Nekrasov Chunhua Shen Ian Reid SSeg VLM 24 147 0 08 Oct 2018
NU-LiteNet: Mobile Landmark Recognition using Convolutional Neural Networks C. Termritthikun S. Kanprachar P. Muneesawang 19 20 0 02 Oct 2018