SqueezeNext: Hardware-Aware Neural Network Design

23 March 2018

Papers citing "SqueezeNext: Hardware-Aware Neural Network Design"

38 / 38 papers shown

Title
Cooperative Learning for Cost-Adaptive Inference Xingli Fang Richard M. Bradford Jung-Eun Kim 37 1 0 13 Dec 2023
DNeRV: Modeling Inherent Dynamics via Difference Neural Representation for Videos Qi Zhao M. Salman Asif Zhan Ma 26 31 0 13 Apr 2023
Lightweight Estimation of Hand Mesh and Biomechanically Feasible Kinematic Parameters Zhipeng Fan Yao Wang 3DH 36 0 0 26 Mar 2023
Deep Residual Axial Networks Nazmul Shahadat Anthony Maida 3DPC 30 4 0 11 Jan 2023
PointPillars Backbone Type Selection For Fast and Accurate LiDAR Object Detection K. Lis T. Kryjak 3DPC 26 5 0 30 Sep 2022
Efficient ML Models for Practical Secure Inference Vinod Ganesan Anwesh Bhattacharya Pratyush Kumar Divya Gupta Rahul Sharma Nishanth Chandran MedIm 59 5 0 26 Aug 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 46 3 0 22 Aug 2022
Mixed-Precision Neural Networks: A Survey M. Rakka M. Fouda Pramod P. Khargonekar Fadi J. Kurdahi MQ 25 11 0 11 Aug 2022
Lightweight and Progressively-Scalable Networks for Semantic Segmentation Yiheng Zhang Ting Yao Zhaofan Qiu Tao Mei SSeg 31 24 0 27 Jul 2022
EVE: Environmental Adaptive Neural Network Models for Low-power Energy Harvesting System Sahidul Islam Shangli Zhou Ran Ran Yufang Jin Wu-Shao Wen Caiwen Ding Mimi Xie 28 9 0 14 Jul 2022
Sequencer: Deep LSTM for Image Classification Yuki Tatsunami Masato Taki VLM ViT 16 78 0 04 May 2022
Standard Deviation-Based Quantization for Deep Neural Networks Amir Ardakani A. Ardakani B. Meyer J. Clark W. Gross MQ 52 1 0 24 Feb 2022
Neural Architecture Search for Dense Prediction Tasks in Computer Vision T. Elsken Arber Zela J. H. Metzen B. Staffler Thomas Brox Abhinav Valada Frank Hutter OOD 36 17 0 15 Feb 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
Cross-SRN: Structure-Preserving Super-Resolution Network with Cross Convolution Yuqing Liu Qi Jia Xin Fan Shanshe Wang Siwei Ma Wen Gao SupR 29 60 0 05 Jan 2022
$Frequency learning for structured CNN filters with Gaussian fractional derivatives$ Frequency learning for structured CNN filters with Gaussian fractional derivatives Nikhil Saldanha S. Pintea Jan van Gemert Nergis Tomen 30 8 0 12 Nov 2021
Design and Scaffolded Training of an Efficient DNN Operator for Computer Vision on the Edge Vinod Ganesan Pratyush Kumar 39 2 0 25 Aug 2021
Do All MobileNets Quantize Poorly? Gaining Insights into the Effect of Quantization on Depthwise Separable Convolutional Networks Through the Eyes of Multi-scale Distributional Dynamics S. Yun Alexander Wong MQ 19 25 0 24 Apr 2021
MobileStyleGAN: A Lightweight Convolutional Neural Network for High-Fidelity Image Synthesis Sergei Belousov GAN 35 20 0 10 Apr 2021
Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Co-design Cong Hao Jordan Dotzel Jinjun Xiong Luca Benini Zhiru Zhang Deming Chen 58 34 0 25 Mar 2021
Diversifying Sample Generation for Accurate Data-Free Quantization Xiangguo Zhang Haotong Qin Yifu Ding Ruihao Gong Qing Yan Renshuai Tao Yuhang Li F. Yu Xianglong Liu MQ 56 94 0 01 Mar 2021
I-BERT: Integer-only BERT Quantization Sehoon Kim A. Gholami Z. Yao Michael W. Mahoney Kurt Keutzer MQ 105 341 0 05 Jan 2021
Real-time object detection method based on improved YOLOv4-tiny Zicong Jiang Liquan Zhao Shuaiyang Li Yanfei Jia ObjD 16 5 0 09 Nov 2020
S3NAS: Fast NPU-aware Neural Architecture Search Methodology Jaeseong Lee Duseok Kang S. Ha 35 10 0 04 Sep 2020
Face Image Quality Assessment: A Literature Survey Torsten Schlett Christian Rathgeb O. Henniger Javier Galbally Julian Fierrez Christoph Busch CVBM 19 128 0 02 Sep 2020
HMQ: Hardware Friendly Mixed Precision Quantization Block for CNNs H. Habi Roy H. Jennings Arnon Netzer MQ 29 65 0 20 Jul 2020
The Ramifications of Making Deep Neural Networks Compact N. Jha Sparsh Mittal Govardhan Mattela 16 14 0 26 Jun 2020
Cyclic Differentiable Architecture Search Hongyuan Yu Houwen Peng Yan Huang Jianlong Fu Hao Du Liang Wang Haibin Ling 3DPC 25 48 0 18 Jun 2020
Visual Transformers: Token-based Image Representation and Processing for Computer Vision Bichen Wu Chenfeng Xu Xiaoliang Dai Alvin Wan Peizhao Zhang Zhicheng Yan Masayoshi Tomizuka Joseph E. Gonzalez Kurt Keutzer Peter Vajda ViT 39 545 0 05 Jun 2020
SqueezeSegV3: Spatially-Adaptive Convolution for Efficient Point-Cloud Segmentation Chenfeng Xu Bichen Wu Zining Wang Wei Zhan Peter Vajda Kurt Keutzer Masayoshi Tomizuka 3DPC 33 353 0 03 Apr 2020
ZeroQ: A Novel Zero Shot Quantization Framework Yaohui Cai Z. Yao Zhen Dong A. Gholami Michael W. Mahoney Kurt Keutzer MQ 35 389 0 01 Jan 2020
HAWQ-V2: Hessian Aware trace-Weighted Quantization of Neural Networks Zhen Dong Z. Yao Yaohui Cai Daiyaan Arfeen A. Gholami Michael W. Mahoney Kurt Keutzer MQ 31 274 0 10 Nov 2019
On-Device Machine Learning: An Algorithms and Learning Theory Perspective Sauptik Dhar Junyao Guo Jiayi Liu S. Tripathi Unmesh Kurup Mohak Shah 28 141 0 02 Nov 2019
Combating the Elsagate phenomenon: Deep learning architectures for disturbing cartoons Akari Ishikawa Edson Bollis Sandra Avila 13 26 0 18 Apr 2019
Low-Power Computer Vision: Status, Challenges, Opportunities S. Alyamkin M. Ardi Alexander C. Berg Achille Brighton Bo Chen ... George K. Thiruvathukal Baiwu Zhang Jingchi Zhang Xiaopeng Zhang Shaojie Zhuo 23 10 0 15 Apr 2019
ANODE: Unconditionally Accurate Memory-Efficient Gradients for Neural ODEs A. Gholami Kurt Keutzer George Biros 30 166 0 27 Feb 2019
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 21 22 0 20 Apr 2018
AOGNets: Compositional Grammatical Architectures for Deep Learning Xilai Li Xi Song Tianfu Wu 34 25 0 15 Nov 2017