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 / 246 papers shown

Title
MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning Ji Lin Wei-Ming Chen Han Cai Chuang Gan Song Han 34 152 0 28 Oct 2021
The Efficiency Misnomer Daoyuan Chen Liuyi Yao Dawei Gao Ashish Vaswani Yaliang Li 34 98 0 25 Oct 2021
Differentiable NAS Framework and Application to Ads CTR Prediction Ravi Krishna Aravind Kalaiah Bichen Wu Maxim Naumov Dheevatsa Mudigere M. Smelyanskiy Kurt Keutzer 20 8 0 25 Oct 2021
When to Prune? A Policy towards Early Structural Pruning Maying Shen Pavlo Molchanov Hongxu Yin J. Álvarez VLM 20 52 0 22 Oct 2021
BNAS v2: Learning Architectures for Binary Networks with Empirical Improvements Dahyun Kim Kunal Pratap Singh Jonghyun Choi MQ 43 7 0 16 Oct 2021
Token Pooling in Vision Transformers D. Marin Jen-Hao Rick Chang Anurag Ranjan Anish K. Prabhu Mohammad Rastegari Oncel Tuzel ViT 73 66 0 08 Oct 2021
A Review of the Gumbel-max Trick and its Extensions for Discrete Stochasticity in Machine Learning Iris A. M. Huijben W. Kool Max B. Paulus Ruud J. G. van Sloun 26 93 0 04 Oct 2021
DAAS: Differentiable Architecture and Augmentation Policy Search Xiaoxing Wang Xiangxiang Chu Junchi Yan Xiaokang Yang 24 5 0 30 Sep 2021
Delve into the Performance Degradation of Differentiable Architecture Search Jiuling Zhang Zhiming Ding 33 1 0 28 Sep 2021
$L$^{2}$NAS: Learning to Optimize Neural Architectures via Continuous-Action Reinforcement Learning$ L $^{2}$ NAS: Learning to Optimize Neural Architectures via Continuous-Action Reinforcement Learning Keith G. Mills Fred X. Han Mohammad Salameh Seyed Saeed Changiz Rezaei Linglong Kong Wei Lu Shuo Lian Shangling Jui Di Niu 19 10 0 25 Sep 2021
G-CoS: GNN-Accelerator Co-Search Towards Both Better Accuracy and Efficiency Yongan Zhang Haoran You Yonggan Fu Tong Geng Ang Li Yingyan Lin GNN 21 28 0 18 Sep 2021
PP-LCNet: A Lightweight CPU Convolutional Neural Network Cheng Cui Tingquan Gao Shengyun Wei Yuning Du Ruoyu Guo ... X. Lv Qiwen Liu Xiaoguang Hu Dianhai Yu Yanjun Ma ObjD 39 121 0 17 Sep 2021
Pareto-wise Ranking Classifier for Multi-objective Evolutionary Neural Architecture Search Lianbo Ma Nan Li Guo-Ding Yu Xiao Geng Min Huang Xingwei Wang 27 53 0 14 Sep 2021
Searching for Two-Stream Models in Multivariate Space for Video Recognition Xinyu Gong Heng Wang Zheng Shou Matt Feiszli Zhangyang Wang Zhicheng Yan 24 9 0 30 Aug 2021
Design and Scaffolded Training of an Efficient DNN Operator for Computer Vision on the Edge Vinod Ganesan Pratyush Kumar 34 2 0 25 Aug 2021
Lightweight Monocular Depth with a Novel Neural Architecture Search Method Lam Huynh Phong H. Nguyen Jirí Matas Esa Rahtu J. Heikkilä 29 10 0 25 Aug 2021
BN-NAS: Neural Architecture Search with Batch Normalization Boyu Chen Peixia Li Baopu Li Chen Lin Chuming Li Ming-hui Sun Junjie Yan Wanli Ouyang 26 30 0 16 Aug 2021
Learning to Rank Ace Neural Architectures via Normalized Discounted Cumulative Gain Yuge Zhang Quan Zhang Li Lyna Zhang Yaming Yang Chenqian Yan Xiaotian Gao Yuqing Yang 33 0 0 06 Aug 2021
FLASH: Fast Neural Architecture Search with Hardware Optimization Guihong Li Sumit K. Mandal Ümit Y. Ogras R. Marculescu 25 20 0 01 Aug 2021
Bias Loss for Mobile Neural Networks L. Abrahamyan Valentin Ziatchin Yiming Chen Nikos Deligiannis 15 14 0 23 Jul 2021
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 30 24 0 06 Jul 2021
AutoFormer: Searching Transformers for Visual Recognition Minghao Chen Houwen Peng Jianlong Fu Haibin Ling ViT 36 259 0 01 Jul 2021
HALF: Holistic Auto Machine Learning for FPGAs Jonas Ney D. Loroch Vladimir Rybalkin Nicolas Weber Jens Krüger Norbert Wehn 13 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 26 20 0 17 Jun 2021
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better Gaurav Menghani VLM MedIm 23 365 0 16 Jun 2021
HELP: Hardware-Adaptive Efficient Latency Prediction for NAS via Meta-Learning Hayeon Lee Sewoong Lee Song Chong S. Hwang 13 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 26 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 52 17 0 11 Jun 2021
A multi-objective perspective on jointly tuning hardware and hyperparameters David Salinas Valerio Perrone Olivier Cruchant Cédric Archambeau 24 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
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 18 20 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 C. L. P. Chen 3DH OOD 28 22 0 14 May 2021
AdaMML: Adaptive Multi-Modal Learning for Efficient Video Recognition Rameswar Panda Chun-Fu Chen Quanfu Fan Ximeng Sun Kate Saenko A. Oliva Rogerio Feris 28 47 0 11 May 2021
CompOFA: Compound Once-For-All Networks for Faster Multi-Platform Deployment Manas Sahni S. Varshini Alind Khare Alexey Tumanov 15 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 30 27 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 19 25 0 24 Apr 2021
InstantNet: Automated Generation and Deployment of Instantaneously Switchable-Precision Networks Yonggan Fu Zhongzhi Yu Yongan Zhang Yifan Jiang Chaojian Li Yongyuan Liang Mingchao Jiang Zhangyang Wang Yingyan Lin 20 3 0 22 Apr 2021
Measuring what Really Matters: Optimizing Neural Networks for TinyML Lennart Heim Andreas Biri Zhongnan Qu Lothar Thiele 43 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
Searching Efficient Model-guided Deep Network for Image Denoising Qiang Ning W. Dong Xin Li Jinjian Wu Leida Li Guangming Shi 27 7 0 06 Apr 2021
Neural Feature Search for RGB-Infrared Person Re-Identification Yehansen Chen Lin Wan Zhihang Li Qianyan Jing Zongyuan Sun 39 138 0 06 Apr 2021
Efficient Video Compression via Content-Adaptive Super-Resolution Mehrdad Khani Shirkoohi Vibhaalakshmi Sivaraman Mohammad Alizadeh SupR 26 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 46 105 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 21 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 38 106 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 12 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 33 54 0 05 Mar 2021