Fast Neural Architecture Search of Compact Semantic Segmentation Models via Auxiliary Cells

25 October 2018

Vladimir Nekrasov

Hao Chen

Chunhua Shen

Ian Reid

SSeg

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Papers citing "Fast Neural Architecture Search of Compact Semantic Segmentation Models via Auxiliary Cells"

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Title
Real-Time Image Segmentation via Hybrid Convolutional-Transformer Architecture Search Hongyuan Yu Cheng Wan Mengchen Liu Dongdong Chen Bin Xiao Xiyang Dai Yan Huang Yuan Lu Liang Wang 73 5 0 15 Mar 2024
Auto-Spikformer: Spikformer Architecture Search Kaiwei Che Zhaokun Zhou Zhengyu Ma Wei Fang Yanqing Chen Shuaijie Shen Liuliang Yuan Yonghong Tian 29 4 0 01 Jun 2023
Local-to-Global Information Communication for Real-Time Semantic Segmentation Network Search Guangliang Cheng Peng Sun Ting-Bing Xu Shuchang Lyu Peiwen Lin 26 1 0 16 Feb 2023
NAS-PRNet: Neural Architecture Search generated Phase Retrieval Net for Off-axis Quantitative Phase Imaging Xin Shu Mengxuan Niu Yi Zhang Renjie Zhou 15 2 0 25 Oct 2022
Diversified Dynamic Routing for Vision Tasks Botos Csaba Adel Bibi Yanwei Li Philip Torr Ser-Nam Lim MoE 48 0 0 26 Sep 2022
Efficient Heterogeneous Video Segmentation at the Edge J. Lin Siargey Pisarchyk Juhyun Lee David Tian Tingbo Hou Karthik Raveendran Raman Sarokin George Sung Trent Tolley Matthias Grundmann 33 2 0 24 Aug 2022
Surrogate-assisted Multi-objective Neural Architecture Search for Real-time Semantic Segmentation Zhichao Lu Ran Cheng Shihua Huang Haotong Zhang Changxiao Qiu Fan Yang SSeg 22 22 0 14 Aug 2022
SFNet: Faster and Accurate Semantic Segmentation via Semantic Flow Xiangtai Li Jiangning Zhang Yibo Yang Guangliang Cheng Kuiyuan Yang Yu Tong Dacheng Tao SSeg AI4TS 52 28 0 10 Jul 2022
Distributed Training for Deep Learning Models On An Edge Computing Network Using ShieldedReinforcement Learning Tanmoy Sen Haiying Shen OffRL 11 5 0 01 Jun 2022
TopFormer: Token Pyramid Transformer for Mobile Semantic Segmentation Wenqiang Zhang Zilong Huang Guozhong Luo Tao Chen Xinggang Wang Wenyu Liu Gang Yu Chunhua Shen ViT 27 199 0 12 Apr 2022
Bridging the Gap of AutoGraph between Academia and Industry: Analysing AutoGraph Challenge at KDD Cup 2020 Zhen Xu Lanning Wei Huan Zhao Rex Ying Quanming Yao Wei-Wei Tu Isabelle M Guyon AI4CE 32 0 0 06 Apr 2022
Rethinking Semantic Segmentation: A Prototype View Tianfei Zhou Wenguan Wang E. Konukoglu Luc Van Gool SSeg 31 260 0 28 Mar 2022
Semantic Segmentation by Early Region Proxy Yifan Zhang Bo Pang Cewu Lu ViT 52 29 0 26 Mar 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
Self Semi Supervised Neural Architecture Search for Semantic Segmentation Loïc Pauletto Massih-Reza Amini Nicolas Winckler SSL SSeg 35 1 0 29 Jan 2022
NAS-FCOS: Efficient Search for Object Detection Architectures Ning Wang Yang Gao Hao Chen Peng Wang Zhi Tian Chunhua Shen Yanning Zhang ObjD 59 19 0 24 Oct 2021
DHA: End-to-End Joint Optimization of Data Augmentation Policy, Hyper-parameter and Architecture Kaichen Zhou Lanqing Hong Shuailiang Hu Fengwei Zhou Binxin Ru Jiashi Feng Zhenguo Li 62 10 0 13 Sep 2021
AdvRush: Searching for Adversarially Robust Neural Architectures J. Mok Byunggook Na Hyeokjun Choe Sungroh Yoon OOD AAML 22 44 0 03 Aug 2021
Bag of Tricks for Neural Architecture Search T. Elsken B. Staffler Arber Zela J. H. Metzen Frank Hutter 27 5 0 08 Jul 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 50 4,836 0 31 May 2021
Rethinking Neural Operations for Diverse Tasks Nicholas Roberts M. Khodak Tri Dao Liam Li Christopher Ré Ameet Talwalkar AI4CE 36 22 0 29 Mar 2021
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane Kaoutar El Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 34 96 0 22 Jan 2021
On the performance of deep learning for numerical optimization: an application to protein structure prediction H. Rakhshani L. Idoumghar Soheila Ghambari Julien Lepagnot Mathieu Brévilliers 19 9 0 17 Dec 2020
Inter-layer Transition in Neural Architecture Search Benteng Ma Jing Zhang Yong-quan Xia Dacheng Tao 34 4 0 30 Nov 2020
Densely connected multidilated convolutional networks for dense prediction tasks Naoya Takahashi Yuki Mitsufuji 3DV 21 64 0 21 Nov 2020
EvoPose2D: Pushing the Boundaries of 2D Human Pose Estimation using Accelerated Neuroevolution with Weight Transfer William J. McNally Kanav Vats Alexander Wong J. McPhee 3DH 30 16 0 17 Nov 2020
Towards Efficient Scene Understanding via Squeeze Reasoning Xiangtai Li Xia Li Ansheng You Li Zhang Guangliang Cheng Kuiyuan Yang Yunhai Tong Zhouchen Lin GNN 22 23 0 06 Nov 2020
TimeAutoML: Autonomous Representation Learning for Multivariate Irregularly Sampled Time Series Yang Jiao Kai Yang Shaoyu Dou Pan Luo Sijia Liu Dongjin Song AI4TS 23 6 0 04 Oct 2020
Towards Adaptive Semantic Segmentation by Progressive Feature Refinement Bin Zhang Shengjie Zhao Rongqing Zhang SSeg 21 4 0 30 Sep 2020
Towards General Purpose Geometry-Preserving Single-View Depth Estimation Mikhail Romanov Nikolay Patatkin Anna Vorontsova Sergey Nikolenko Anton Konushin Dmitry Senyushkin MDE 29 3 0 25 Sep 2020
AutoPose: Searching Multi-Scale Branch Aggregation for Pose Estimation Xinyu Gong Wuyang Chen Yi Ding Ye Yuan Xianming Liu Qian Zhang Yuan Li Zhangyang Wang 31 20 0 16 Aug 2020
Neural Architecture Search For LF-MMI Trained Time Delay Neural Networks Shoukang Hu Xurong Xie Shansong Liu Mingyu Cui Mengzhe Geng Xunying Liu Helen Meng 19 8 0 17 Jul 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
A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Xiaojiang Chen Xin Wang AI4CE 48 653 0 01 Jun 2020
MTL-NAS: Task-Agnostic Neural Architecture Search towards General-Purpose Multi-Task Learning Yuan Gao Haoping Bai Zequn Jie Jiayi Ma Kui Jia Wei Liu 19 94 0 31 Mar 2020
Learning Dynamic Routing for Semantic Segmentation Yanwei Li Lin Song Yukang Chen Zeming Li Xinming Zhang Xingang Wang Jian Sun SSeg 88 163 0 23 Mar 2020
NAS-Count: Counting-by-Density with Neural Architecture Search Yutao Hu Xiaolong Jiang Xuhui Liu Baochang Zhang Jungong Han Xianbin Cao David Doermann 38 89 0 29 Feb 2020
Semantic Flow for Fast and Accurate Scene Parsing Xiangtai Li Ansheng You Zhen Zhu Houlong Zhao Maoke Yang Kuiyuan Yang Yunhai Tong SSeg 30 354 0 24 Feb 2020
FasterSeg: Searching for Faster Real-time Semantic Segmentation Wuyang Chen Xinyu Gong Xianming Liu Qian Zhang Yuan Li Zhangyang Wang SSeg OOD 19 190 0 23 Dec 2019
Meta-Learning of Neural Architectures for Few-Shot Learning T. Elsken B. Staffler J. H. Metzen Frank Hutter 20 136 0 25 Nov 2019
Structured Binary Neural Networks for Image Recognition Bohan Zhuang Chunhua Shen Mingkui Tan Peng Chen Lingqiao Liu Ian Reid MQ 22 17 0 22 Sep 2019
Graph-guided Architecture Search for Real-time Semantic Segmentation Peiwen Lin Peng Sun Guangliang Cheng Sirui Xie Xi Li Jianping Shi GNN 3DPC 19 94 0 15 Sep 2019
NAS-FCOS: Fast Neural Architecture Search for Object Detection Ning Wang Yang Gao Hao Chen Peng Wang Zhi Tian Chunhua Shen Yanning Zhang ObjD 31 192 0 11 Jun 2019
Architecture Search of Dynamic Cells for Semantic Video Segmentation Vladimir Nekrasov Hao Chen Chunhua Shen Ian Reid 29 20 0 04 Apr 2019
Training Quantized Neural Networks with a Full-precision Auxiliary Module Bohan Zhuang Lingqiao Liu Mingkui Tan Chunhua Shen Ian Reid MQ 32 62 0 27 Mar 2019
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 271 5,327 0 05 Nov 2016