Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours

5 April 2019

Dimitrios Stamoulis

Ruizhou Ding

Di Wang

Dimitrios Lymberopoulos

Papers citing "Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours"

50 / 93 papers shown

Title
L-SWAG: Layer-Sample Wise Activation with Gradients information for Zero-Shot NAS on Vision Transformers S. Casarin Sergio Escalera Oswald Lanz 39 0 0 12 May 2025
Efficient Quantum Convolutional Neural Networks for Image Classification: Overcoming Hardware Constraints Peter Röseler Oliver Schaudt Helmut Berg Christian Bauckhage Matthias Koch 39 0 0 09 May 2025
FX-DARTS: Designing Topology-unconstrained Architectures with Differentiable Architecture Search and Entropy-based Super-network Shrinking Xuan Rao Bo Zhao Derong Liu Cesare Alippi 49 0 0 25 Apr 2025
The 3D-PC: a benchmark for visual perspective taking in humans and machines Drew Linsley Peisen Zhou A. Ashok Akash Nagaraj Gaurav Gaonkar Francis E Lewis Zygmunt Pizlo Thomas Serre 51 6 0 06 Jun 2024
FL-NAS: Towards Fairness of NAS for Resource Constrained Devices via Large Language Models Ruiyang Qin Yuting Hu Zheyu Yan Jinjun Xiong Ahmed Abbasi Yiyu Shi 36 7 0 09 Feb 2024
DONNAv2 -- Lightweight Neural Architecture Search for Vision tasks Sweta Priyadarshi Tianyu Jiang Hsin-Pai Cheng S. Rama Krishna Viswanath Ganapathy C. Patel 54 0 0 26 Sep 2023
Balanced Mixture of SuperNets for Learning the CNN Pooling Architecture Mehraveh Javan Matthew Toews M. Pedersoli 33 1 0 21 Jun 2023
Rethink DARTS Search Space and Renovate a New Benchmark Jiuling Zhang Zhiming Ding 35 1 0 12 Jun 2023
TIPS: Topologically Important Path Sampling for Anytime Neural Networks Guihong Li Kartikeya Bhardwaj Yuedong Yang R. Marculescu AAML 46 0 0 13 May 2023
SSS3D: Fast Neural Architecture Search For Efficient Three-Dimensional Semantic Segmentation O. Therrien Marihan Amein Zhuoran Xiong W. Gross B. Meyer 3DPC 38 0 0 21 Apr 2023
ZiCo: Zero-shot NAS via Inverse Coefficient of Variation on Gradients Guihong Li Yuedong Yang Kartikeya Bhardwaj R. Marculescu 38 61 0 26 Jan 2023
Out of Distribution Performance of State of Art Vision Model Salman Rahman W. Lee 50 2 0 25 Jan 2023
HQNAS: Auto CNN deployment framework for joint quantization and architecture search Hongjiang Chen Yang Wang Leibo Liu Shaojun Wei Shouyi Yin MQ 16 2 0 16 Oct 2022
Pareto-aware Neural Architecture Generation for Diverse Computational Budgets Yong Guo Yaofo Chen Yin Zheng Qi Chen P. Zhao Jian Chen Junzhou Huang Mingkui Tan 30 5 0 14 Oct 2022
RoHNAS: A Neural Architecture Search Framework with Conjoint Optimization for Adversarial Robustness and Hardware Efficiency of Convolutional and Capsule Networks Alberto Marchisio Vojtěch Mrázek Andrea Massa Beatrice Bussolino Maurizio Martina Mohamed Bennai AAML 51 5 0 11 Oct 2022
Hardware-aware mobile building block evaluation for computer vision Maxim Bonnaerens Matthias Anton Freiberger Marian Verhelst J. Dambre 30 1 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 53 3 0 22 Aug 2022
Tackling Neural Architecture Search With Quality Diversity Optimization Lennart Schneider Florian Pfisterer P. Kent Juergen Branke B. Bischl Janek Thomas AI4CE 48 3 0 30 Jul 2022
Machine Learning for Microcontroller-Class Hardware: A Review Swapnil Sayan Saha S. Sandha Mani B. Srivastava 34 118 0 29 May 2022
PVNAS: 3D Neural Architecture Search with Point-Voxel Convolution Zhijian Liu Haotian Tang Shengyu Zhao Kevin Shao Song Han 3DPC 21 40 0 25 Apr 2022
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters Paul Gavrikov J. Keuper AAML 24 31 0 29 Mar 2022
EAutoDet: Efficient Architecture Search for Object Detection Xiaoxing Wang Jiale Lin Junchi Yan Juanping Zhao Xiaokang Yang 37 23 0 21 Mar 2022
Model Architecture Adaption for Bayesian Neural Networks Duo Wang Yiren Zhao Ilia Shumailov Robert D. Mullins UQCV OOD BDL 31 0 0 09 Feb 2022
DropNAS: Grouped Operation Dropout for Differentiable Architecture Search Weijun Hong Guilin Li Weinan Zhang Ruiming Tang Yunhe Wang Zhenguo Li Yong Yu OOD 46 54 0 27 Jan 2022
EH-DNAS: End-to-End Hardware-aware Differentiable Neural Architecture Search Qian Jiang Xiaofan Zhang Deming Chen Minh Do Raymond A. Yeh 30 7 0 24 Nov 2021
Pruning Self-attentions into Convolutional Layers in Single Path Haoyu He Jianfei Cai Jing Liu Zizheng Pan Jing Zhang Dacheng Tao Bohan Zhuang ViT 34 40 0 23 Nov 2021
Searching for TrioNet: Combining Convolution with Local and Global Self-Attention Huaijin Pi Huiyu Wang Yingwei Li Zizhang Li Alan Yuille ViT 27 3 0 15 Nov 2021
RT-RCG: Neural Network and Accelerator Search Towards Effective and Real-time ECG Reconstruction from Intracardiac Electrograms Yongan Zhang Anton Banta Yonggan Fu M. John A. Post M. Razavi Joseph R. Cavallaro B. Aazhang Yingyan Lin 31 4 0 04 Nov 2021
One Proxy Device Is Enough for Hardware-Aware Neural Architecture Search Bingqian Lu Jianyi Yang Weiwen Jiang Yiyu Shi Shaolei Ren 24 24 0 01 Nov 2021
ZeBRA: Precisely Destroying Neural Networks with Zero-Data Based Repeated Bit Flip Attack Dahoon Park K. Kwon Sunghoon Im Jaeha Kung AAML 16 3 0 01 Nov 2021
NAS-FCOS: Efficient Search for Object Detection Architectures Ning Wang Yang Gao Hao Chen Peng Wang Zhi Tian Chunhua Shen Yanning Zhang ObjD 61 19 0 24 Oct 2021
BINAS: Bilinear Interpretable Neural Architecture Search Niv Nayman Y. Aflalo M. Trosset Rong Jin Lihi Zelnik-Manor 20 2 0 24 Oct 2021
Design and Scaffolded Training of an Efficient DNN Operator for Computer Vision on the Edge Vinod Ganesan Pratyush Kumar 45 2 0 25 Aug 2021
Learning to Rank Ace Neural Architectures via Normalized Discounted Cumulative Gain Yuge Zhang Quan Zhang Li Zhang Yaming Yang Chenqian Yan Xiaotian Gao Yuqing Yang 43 0 0 06 Aug 2021
FLASH: Fast Neural Architecture Search with Hardware Optimization Guihong Li Sumit K. Mandal Ümit Y. Ogras R. Marculescu 29 20 0 01 Aug 2021
Layer Folding: Neural Network Depth Reduction using Activation Linearization Amir Ben Dror Niv Zehngut Avraham Raviv E. Artyomov Ran Vitek R. Jevnisek 34 20 0 17 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
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
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
RetrievalFuse: Neural 3D Scene Reconstruction with a Database Yawar Siddiqui Justus Thies Fangchang Ma Qi Shan Matthias Nießner Pawan Goyal 3DV 16 35 0 31 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
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane Kaoutar El Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 39 98 0 22 Jan 2021
Unchain the Search Space with Hierarchical Differentiable Architecture Search Guanting Liu Yujie Zhong Sheng Guo Matthew R. Scott Weilin Huang AI4CE 29 2 0 11 Jan 2021
Auto-Agent-Distiller: Towards Efficient Deep Reinforcement Learning Agents via Neural Architecture Search Y. Fu Zhongzhi Yu Yongan Zhang Yingyan Lin 27 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 64 140 0 21 Dec 2020
Distilling Optimal Neural Networks: Rapid Search in Diverse Spaces Bert Moons Parham Noorzad Andrii Skliar G. Mariani Dushyant Mehta Chris Lott Tijmen Blankevoort 149 43 0 16 Dec 2020
Machine Learning Systems in the IoT: Trustworthiness Trade-offs for Edge Intelligence Wiebke Toussaint Aaron Yi Ding 40 11 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
Third ArchEdge Workshop: Exploring the Design Space of Efficient Deep Neural Networks Fuxun Yu Dimitrios Stamoulis Di Wang Dimitrios Lymberopoulos Xiang Chen 3DV 22 1 0 22 Nov 2020