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 / 807 papers shown

Title
Multimodal Interaction-aware Motion Prediction for Autonomous Street Crossing Noha Radwan Wolfram Burgard Abhinav Valada 33 52 0 21 Aug 2018
Learning to Quantize Deep Networks by Optimizing Quantization Intervals with Task Loss S. Jung Changyong Son Seohyung Lee JinWoo Son Youngjun Kwak Jae-Joon Han Sung Ju Hwang Changkyu Choi MQ 25 372 0 17 Aug 2018
CBinfer: Exploiting Frame-to-Frame Locality for Faster Convolutional Network Inference on Video Streams Lukas Cavigelli Luca Benini 27 26 0 15 Aug 2018
Fast Video Shot Transition Localization with Deep Structured Models Shitao Tang Xue Jiang Zhanghui Kuang Yimin Chen Wayne Zhang 27 45 0 13 Aug 2018
Beyond Pixel Norm-Balls: Parametric Adversaries using an Analytically Differentiable Renderer Hsueh-Ti Derek Liu Michael Tao Chun-Liang Li Derek Nowrouzezahrai Alec Jacobson AAML 39 13 0 08 Aug 2018
Training Compact Neural Networks with Binary Weights and Low Precision Activations Bohan Zhuang Chunhua Shen Ian Reid MQ 13 14 0 08 Aug 2018
Kerman: A Hybrid Lightweight Tracking Algorithm to Enable Smart Surveillance as an Edge Service S. Nikouei Yu Chen Sejun Song Timothy R. Faughnan 35 23 0 06 Aug 2018
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation Changqian Yu Jingbo Wang Chao Peng Changxin Gao Gang Yu Nong Sang SSeg 39 2,177 0 02 Aug 2018
Bi-Real Net: Enhancing the Performance of 1-bit CNNs With Improved Representational Capability and Advanced Training Algorithm Zechun Liu Baoyuan Wu Wenhan Luo Xin Yang Wei Liu K. Cheng MQ 44 550 0 01 Aug 2018
The Unreasonable Effectiveness of Texture Transfer for Single Image Super-resolution Muhammad Waleed Gondal Bernhard Schölkopf M. Hirsch SupR 20 48 0 31 Jul 2018
Influence of Image Classification Accuracy on Saliency Map Estimation Taiki Oyama Takao Yamanaka 30 20 0 27 Jul 2018
Recent Advances in Deep Learning: An Overview Matiur Rahman Minar Jibon Naher VLM 24 116 0 21 Jul 2018
Harmonic Adversarial Attack Method Wen Heng Shuchang Zhou Tingting Jiang AAML 14 6 0 18 Jul 2018
Eyeriss v2: A Flexible Accelerator for Emerging Deep Neural Networks on Mobile Devices Yu-hsin Chen Tien-Ju Yang J. Emer Vivienne Sze MQ 18 70 0 10 Jul 2018
XNOR Neural Engine: a Hardware Accelerator IP for 21.6 fJ/op Binary Neural Network Inference Francesco Conti Pasquale Davide Schiavone Luca Benini 32 108 0 09 Jul 2018
Auto Deep Compression by Reinforcement Learning Based Actor-Critic Structure Hamed Hakkak OffRL AI4CE 15 1 0 08 Jul 2018
Sparse Deep Neural Network Exact Solutions J. Kepner V. Gadepally Hayden Jananthan Lauren Milechin S. Samsi 20 14 0 06 Jul 2018
Confidential Inference via Ternary Model Partitioning Zhongshu Gu Heqing Huang Jialong Zhang D. Su Hani Jamjoom Ankita Lamba Dimitrios E. Pendarakis Ian Molloy 21 53 0 03 Jul 2018
Quantizing deep convolutional networks for efficient inference: A whitepaper Raghuraman Krishnamoorthi MQ 48 994 0 21 Jun 2018
Edge Intelligence: On-Demand Deep Learning Model Co-Inference with Device-Edge Synergy En Li Zhi Zhou Xu Chen 16 325 0 20 Jun 2018
Binary Ensemble Neural Network: More Bits per Network or More Networks per Bit? Shilin Zhu Xin Dong Hao Su MQ 30 135 0 20 Jun 2018
A model-driven approach for a new generation of adaptive libraries Marco Cianfriglia Damiano Perri C. Nugteren Anton Lokhmotov G. Fursin 18 14 0 19 Jun 2018
Age and Gender Classification From Ear Images Dogucan Yaman Fevziye Irem Eyiokur N. Sezgin H. K. Ekenel 9 25 0 14 Jun 2018
Fire SSD: Wide Fire Modules based Single Shot Detector on Edge Device Hengfui Liau Yamini Nimmagadda YengLiong Wong ObjD 21 14 0 14 Jun 2018
Energy-Constrained Compression for Deep Neural Networks via Weighted Sparse Projection and Layer Input Masking Haichuan Yang Yuhao Zhu Ji Liu CVBM 19 36 0 12 Jun 2018
Deep Neural Networks with Multi-Branch Architectures Are Less Non-Convex Hongyang R. Zhang Junru Shao Ruslan Salakhutdinov 39 14 0 06 Jun 2018
Analysis of DAWNBench, a Time-to-Accuracy Machine Learning Performance Benchmark Cody Coleman Daniel Kang Deepak Narayanan Luigi Nardi Tian Zhao Jian Zhang Peter Bailis K. Olukotun Christopher Ré Matei A. Zaharia 13 117 0 04 Jun 2018
Study and development of a Computer-Aided Diagnosis system for classification of chest x-ray images using convolutional neural networks pre-trained for ImageNet and data augmentation Vinicius Pavanelli Vianna 17 12 0 03 Jun 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
Context-aware Cascade Attention-based RNN for Video Emotion Recognition Man-Chin Sun Shih-Huan Hsu Min Yang Jen-Hsien Chien 36 18 0 30 May 2018
MPDCompress - Matrix Permutation Decomposition Algorithm for Deep Neural Network Compression Lazar Supic R. Naous Ranko Sredojevic Aleksandra Faust Vladimir M. Stojanović 19 4 0 30 May 2018
Face hallucination using cascaded super-resolution and identity priors Klemen Grm Simon Dobrišek Walter J. Scheirer Vitomir Štruc SupR 30 92 0 28 May 2018
A Double-Deep Spatio-Angular Learning Framework for Light Field based Face Recognition Alireza Sepas-Moghaddam M. A. Haque P. Correia Kamal Nasrollahi T. Moeslund F. Pereira CVBM 16 35 0 25 May 2018
Measuring and regularizing networks in function space Ari S. Benjamin David Rolnick Konrad Paul Kording 21 138 0 21 May 2018
RotDCF: Decomposition of Convolutional Filters for Rotation-Equivariant Deep Networks Xiuyuan Cheng Qiang Qiu Robert Calderbank Guillermo Sapiro 30 43 0 17 May 2018
An Evaluation of Deep CNN Baselines for Scene-Independent Person Re-Identification P. Marchwica Michael Jamieson P. Siva 3DPC BDL 30 6 0 16 May 2018
SqueezeJet: High-level Synthesis Accelerator Design for Deep Convolutional Neural Networks Panagiotis G. Mousouliotis L. Petrou 16 10 0 06 May 2018
How deep should be the depth of convolutional neural networks: a backyard dog case study A. Gorban E. M. Mirkes I. Tyukin 23 53 0 03 May 2018
Accelerator-Aware Pruning for Convolutional Neural Networks Hyeong-Ju Kang 13 88 0 26 Apr 2018
Real-Time Human Detection as an Edge Service Enabled by a Lightweight CNN S. Nikouei Yu Chen Sejun Song Ronghua Xu Baek-Young Choi Timothy R. Faughnan 3DH ObjD 17 120 0 24 Apr 2018
Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution T. Elsken J. H. Metzen Frank Hutter 131 499 0 24 Apr 2018
Measuring the Intrinsic Dimension of Objective Landscapes Chunyuan Li Heerad Farkhoor Rosanne Liu J. Yosinski 26 398 0 24 Apr 2018
MobileFaceNets: Efficient CNNs for Accurate Real-Time Face Verification on Mobile Devices Sheng Chen Yang Liu Xiang Gao Zhen Han CVBM 3DH 27 557 0 20 Apr 2018
Co-Design of Deep Neural Nets and Neural Net Accelerators for Embedded Vision Applications K. Kwon Alon Amid A. Gholami Bichen Wu Krste Asanović Kurt Keutzer 3DV OOD 24 22 0 20 Apr 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
Pelee: A Real-Time Object Detection System on Mobile Devices R. Wang Xiang Li Charles X. Ling ObjD 19 454 0 18 Apr 2018
DetNet: A Backbone network for Object Detection Zeming Li Chao Peng Gang Yu Xiangyu Zhang Yangdong Deng Jian Sun ObjD 88 263 0 17 Apr 2018
Non-Vacuous Generalization Bounds at the ImageNet Scale: A PAC-Bayesian Compression Approach Wenda Zhou Victor Veitch Morgane Austern Ryan P. Adams Peter Orbanz 44 211 0 16 Apr 2018
Deep Embedding Kernel Linh Le Ying Xie 32 10 0 16 Apr 2018
Optimizing Video Object Detection via a Scale-Time Lattice Kai-xiang Chen Jiaqi Wang Shuo Yang Xingcheng Zhang Yuanjun Xiong Chen Change Loy Dahua Lin ObjD 44 106 0 16 Apr 2018