FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search

9 December 2018

Papers citing "FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search"

50 / 323 papers shown

Title
Uncertainty Modeling of Emerging Device-based Computing-in-Memory Neural Accelerators with Application to Neural Architecture Search Zheyu Yan Da-Cheng Juan X. S. Hu Yiyu Shi 38 26 0 06 Jul 2021
AutoFormer: Searching Transformers for Visual Recognition Minghao Chen Houwen Peng Jianlong Fu Haibin Ling ViT 49 259 0 01 Jul 2021
HALF: Holistic Auto Machine Learning for FPGAs Jonas Ney D. Loroch Vladimir Rybalkin Nicolas Weber Jens Krüger Norbert Wehn 21 9 0 28 Jun 2021
Multi-objective Asynchronous Successive Halving Robin Schmucker Michele Donini Muhammad Bilal Zafar David Salinas Cédric Archambeau 32 23 0 23 Jun 2021
Layer Folding: Neural Network Depth Reduction using Activation Linearization Amir Ben Dror Niv Zehngut Avraham Raviv E. Artyomov Ran Vitek R. Jevnisek 29 20 0 17 Jun 2021
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better Gaurav Menghani VLM MedIm 23 367 0 16 Jun 2021
HELP: Hardware-Adaptive Efficient Latency Prediction for NAS via Meta-Learning Hayeon Lee Sewoong Lee Song Chong Sung Ju Hwang 21 26 0 16 Jun 2021
A3C-S: Automated Agent Accelerator Co-Search towards Efficient Deep Reinforcement Learning Yonggan Fu Yongan Zhang Chaojian Li Zhongzhi Yu Yingyan Lin 37 6 0 11 Jun 2021
Auto-NBA: Efficient and Effective Search Over the Joint Space of Networks, Bitwidths, and Accelerators Yonggan Fu Yongan Zhang Yang Zhang David D. Cox Yingyan Lin MQ 58 18 0 11 Jun 2021
A multi-objective perspective on jointly tuning hardware and hyperparameters David Salinas Valerio Perrone Olivier Cruchant Cédric Archambeau 32 13 0 10 Jun 2021
FNAS: Uncertainty-Aware Fast Neural Architecture Search Jihao Liu Ming Zhang Yangting Sun B. Liu Guanglu Song Yu Liu Hongsheng Li 30 7 0 25 May 2021
ViPNAS: Efficient Video Pose Estimation via Neural Architecture Search Lumin Xu Yingda Guan Sheng Jin Wentao Liu Chao Qian Ping Luo Wanli Ouyang Xiaogang Wang 31 52 0 21 May 2021
Fast and Accurate Quantized Camera Scene Detection on Smartphones, Mobile AI 2021 Challenge: Report Andrey D. Ignatov Grigory Malivenko Radu Timofte Sheng Chen Xin Xia ... K. Lyda L. Khojoyan Abhishek Thanki Sayak Paul Shahid Siddiqui MQ 21 20 0 17 May 2021
Fast Camera Image Denoising on Mobile GPUs with Deep Learning, Mobile AI 2021 Challenge: Report Andrey D. Ignatov Kim Byeoung-su Radu Timofte Angeline Pouget Fenglong Song ... Lei Lei Chaoyu Feng L. Huang Z. Lei Feifei Chen 25 30 0 17 May 2021
MutualNet: Adaptive ConvNet via Mutual Learning from Different Model Configurations Taojiannan Yang Sijie Zhu Matías Mendieta Pu Wang Ravikumar Balakrishnan Minwoo Lee T. Han M. Shah Chong Chen 3DH OOD 28 23 0 14 May 2021
AdaMML: Adaptive Multi-Modal Learning for Efficient Video Recognition Yikang Shen Chun-Fu Chen Quanfu Fan Ximeng Sun Kate Saenko A. Oliva Rogerio Feris 36 47 0 11 May 2021
HAO: Hardware-aware neural Architecture Optimization for Efficient Inference Zhen Dong Yizhao Gao Qijing Huang J. Wawrzynek Hayden Kwok-Hay So Kurt Keutzer 19 34 0 26 Apr 2021
CompOFA: Compound Once-For-All Networks for Faster Multi-Platform Deployment Manas Sahni S. Varshini Alind Khare Alexey Tumanov 23 31 0 26 Apr 2021
Piggyback GAN: Efficient Lifelong Learning for Image Conditioned Generation Mengyao Zhai Lei Chen Jiawei He Megha Nawhal Frederick Tung Greg Mori CLL 38 28 0 24 Apr 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 27 25 0 24 Apr 2021
InstantNet: Automated Generation and Deployment of Instantaneously Switchable-Precision Networks Yonggan Fu Zhongzhi Yu Yongan Zhang Yi Ding Chaojian Li Yongyuan Liang Mingchao Jiang Zhangyang Wang Yingyan Lin 28 3 0 22 Apr 2021
Measuring what Really Matters: Optimizing Neural Networks for TinyML Lennart Heim Andreas Biri Zhongnan Qu Lothar Thiele 49 30 0 21 Apr 2021
Data-Efficient Language-Supervised Zero-Shot Learning with Self-Distillation Rui Cheng Bichen Wu Peizhao Zhang Peter Vajda Joseph E. Gonzalez CLIP VLM 21 31 0 18 Apr 2021
Software/Hardware Co-design for Multi-modal Multi-task Learning in Autonomous Systems Cong Hao Deming Chen 23 20 0 08 Apr 2021
Searching Efficient Model-guided Deep Network for Image Denoising Qiang Ning W. Dong Xin Li Jinjian Wu Leida Li Guangming Shi 33 7 0 06 Apr 2021
Neural Feature Search for RGB-Infrared Person Re-Identification Yehansen Chen Lin Wan Zhihang Li Qianyan Jing Zongyuan Sun 47 138 0 06 Apr 2021
Efficient Video Compression via Content-Adaptive Super-Resolution Mehrdad Khani Shirkoohi Vibhaalakshmi Sivaraman Mohammad Alizadeh SupR 34 49 0 06 Apr 2021
BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search Changlin Li Tao Tang Guangrun Wang Jiefeng Peng Bing Wang Xiaodan Liang Xiaojun Chang ViT 48 105 0 23 Mar 2021
AutoSpace: Neural Architecture Search with Less Human Interference Daquan Zhou Xiaojie Jin Xiaochen Lian Linjie Yang Yujing Xue Qibin Hou Jiashi Feng 29 10 0 22 Mar 2021
HW-NAS-Bench:Hardware-Aware Neural Architecture Search Benchmark Chaojian Li Zhongzhi Yu Yonggan Fu Yongan Zhang Yang Katie Zhao Haoran You Qixuan Yu Yue Wang Yingyan Lin 53 108 0 19 Mar 2021
Searching by Generating: Flexible and Efficient One-Shot NAS with Architecture Generator Sian-Yao Huang W. Chu 14 25 0 12 Mar 2021
HSCoNAS: Hardware-Software Co-Design of Efficient DNNs via Neural Architecture Search Xiangzhong Luo Di Liu Shuo Huai Weichen Liu 20 6 0 11 Mar 2021
Environmental Sound Classification on the Edge: A Pipeline for Deep Acoustic Networks on Extremely Resource-Constrained Devices Md Mohaimenuzzaman Christoph Bergmeir I. West B. Meyer 20 41 0 05 Mar 2021
Teachers Do More Than Teach: Compressing Image-to-Image Models Qing Jin Jian Ren Oliver J. Woodford Jiazhuo Wang Geng Yuan Yanzhi Wang Sergey Tulyakov 39 54 0 05 Mar 2021
Coordinate Attention for Efficient Mobile Network Design Qibin Hou Daquan Zhou Jiashi Feng 39 2,951 0 04 Mar 2021
Mind Mappings: Enabling Efficient Algorithm-Accelerator Mapping Space Search Kartik Hegde Po-An Tsai Sitao Huang Vikas Chandra A. Parashar Christopher W. Fletcher 26 92 0 02 Mar 2021
An overview of artificial intelligence techniques for diagnosis of Schizophrenia based on magnetic resonance imaging modalities: Methods, challenges, and future works Delaram Sadeghi A. Shoeibi Navid Ghassemi Parisa Moridian Ali Khadem ... Juan M Gorriz F. Khozeimeh Yu-Dong Zhang S. Nahavandi U. Acharya 22 105 0 24 Feb 2021
Stronger NAS with Weaker Predictors Junru Wu Xiyang Dai Dongdong Chen Yinpeng Chen Mengchen Liu Ye Yu Zhangyang Wang Zicheng Liu Mei Chen Lu Yuan OOD 38 41 0 21 Feb 2021
BSQ: Exploring Bit-Level Sparsity for Mixed-Precision Neural Network Quantization Huanrui Yang Lin Duan Yiran Chen Hai Helen Li MQ 21 64 0 20 Feb 2021
Rethinking Co-design of Neural Architectures and Hardware Accelerators Yanqi Zhou Xuanyi Dong Berkin Akin Mingxing Tan Daiyi Peng Tianjian Meng Amir Yazdanbakhsh Da Huang Ravi Narayanaswami James Laudon 66 26 0 17 Feb 2021
Accelerated Sparse Neural Training: A Provable and Efficient Method to Find N:M Transposable Masks Itay Hubara Brian Chmiel Moshe Island Ron Banner S. Naor Daniel Soudry 59 111 0 16 Feb 2021
Searching for Fast Model Families on Datacenter Accelerators Sheng Li Mingxing Tan Ruoming Pang Andrew Li Liqun Cheng Quoc V. Le N. Jouppi 34 34 0 10 Feb 2021
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane Kaoutar El Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 34 98 0 22 Jan 2021
GhostSR: Learning Ghost Features for Efficient Image Super-Resolution Ying Nie Kai Han Zhenhua Liu Chunjing Xu Yunhe Wang OOD 42 22 0 21 Jan 2021
I-BERT: Integer-only BERT Quantization Sehoon Kim A. Gholami Z. Yao Michael W. Mahoney Kurt Keutzer MQ 107 344 0 05 Jan 2021
Auto-Agent-Distiller: Towards Efficient Deep Reinforcement Learning Agents via Neural Architecture Search Y. Fu Zhongzhi Yu Yongan Zhang Yingyan Lin 22 4 0 24 Dec 2020
Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead Maurizio Capra Beatrice Bussolino Alberto Marchisio Guido Masera Maurizio Martina Mohamed Bennai BDL 59 140 0 21 Dec 2020
EfficientPose: Efficient Human Pose Estimation with Neural Architecture Search Wenqiang Zhang Jiemin Fang Xinggang Wang Wenyu Liu 3DH 19 46 0 13 Dec 2020
Dynamic Feature Pyramid Networks for Object Detection Mingjian Zhu Kai Han Changbin (Brad) Yu Yunhe Wang ObjD 27 21 0 01 Dec 2020
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 52 116 0 25 Nov 2020