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

5 April 2019

Dimitrios Stamoulis

Ruizhou Ding

Di Wang

Dimitrios Lymberopoulos

B. Priyantha

Jie Liu

Diana Marculescu

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

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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 135 6 0 06 Jun 2024
Boosting Order-Preserving and Transferability for Neural Architecture Search: a Joint Architecture Refined Search and Fine-tuning Approach Beichen Zhang Xiaoxing Wang Xiaohan Qin Junchi Yan 71 4 0 18 Mar 2024
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Zero-Shot Neural Architecture Search: Challenges, Solutions, and Opportunities Guihong Li Duc-Tuong Hoang Kartikeya Bhardwaj Ming Lin Zhangyang Wang R. Marculescu 120 15 0 05 Jul 2023
Balanced Mixture of SuperNets for Learning the CNN Pooling Architecture Mehraveh Javan Matthew Toews M. Pedersoli 110 1 0 21 Jun 2023
Rethink DARTS Search Space and Renovate a New Benchmark Jiuling Zhang Zhiming Ding 59 1 0 12 Jun 2023
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HKNAS: Classification of Hyperspectral Imagery Based on Hyper Kernel Neural Architecture Search Di Wang Bo Du Lefei Zhang Dacheng Tao 38 3 0 23 Apr 2023
SSS3D: Fast Neural Architecture Search For Efficient Three-Dimensional Semantic Segmentation O. Therrien Marihan Amein Zhuoran Xiong W. Gross B. Meyer 3DPC 72 0 0 21 Apr 2023
ZiCo: Zero-shot NAS via Inverse Coefficient of Variation on Gradients Guihong Li Yuedong Yang Kartikeya Bhardwaj R. Marculescu 121 63 0 26 Jan 2023
Out of Distribution Performance of State of Art Vision Model Salman Rahman W. Lee 106 3 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 34 2 0 16 Oct 2022
FAQS: Communication-efficient Federate DNN Architecture and Quantization Co-Search for personalized Hardware-aware Preferences Hongjiang Chen Yang Wang Leibo Liu Shaojun Wei Shouyi Yin FedML MQ 37 0 0 16 Oct 2022
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Inference Latency Prediction at the Edge Zhuojin Li Marco Paolieri L. Golubchik 57 3 0 06 Oct 2022
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Hardware-aware mobile building block evaluation for computer vision Maxim Bonnaerens Matthias Anton Freiberger Marian Verhelst J. Dambre 81 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 118 3 0 22 Aug 2022
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Rethinking Efficacy of Softmax for Lightweight Non-Local Neural Networks Yooshin Cho Youngsoo Kim Hanbyel Cho Jaesung Ahn H. Hong Junmo Kim 21 3 0 27 Jul 2022
Multi-Prior Learning via Neural Architecture Search for Blind Face Restoration Yanjiang Yu Puyang Zhang Kaihao Zhang Wenhan Luo Changsheng Li Ye Yuan Guoren Wang CVBM 71 5 0 28 Jun 2022
Machine Learning for Microcontroller-Class Hardware: A Review Swapnil Sayan Saha S. Sandha Mani B. Srivastava 109 125 0 29 May 2022
PVNAS: 3D Neural Architecture Search with Point-Voxel Convolution Zhijian Liu Haotian Tang Shengyu Zhao Kevin Shao Song Han 3DPC 72 40 0 25 Apr 2022
Efficient Architecture Search for Diverse Tasks Jun Shen M. Khodak Ameet Talwalkar 64 32 0 15 Apr 2022
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters Paul Gavrikov J. Keuper AAML 107 31 0 29 Mar 2022
U-Boost NAS: Utilization-Boosted Differentiable Neural Architecture Search A. C. Yüzügüler Nikolaos Dimitriadis P. Frossard 29 2 0 23 Mar 2022
EAutoDet: Efficient Architecture Search for Object Detection Xiaoxing Wang Jiale Lin Junchi Yan Juanping Zhao Xiaokang Yang 100 24 0 21 Mar 2022
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DropNAS: Grouped Operation Dropout for Differentiable Architecture Search Weijun Hong Guilin Li Weinan Zhang Ruiming Tang Yunhe Wang Zhenguo Li Yong Yu OOD 108 55 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 76 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 95 40 0 23 Nov 2021