Computation-efficient Deep Learning for Computer Vision: A Survey

27 August 2023

Yulin Wang

Gao Huang

Papers citing "Computation-efficient Deep Learning for Computer Vision: A Survey"

44 / 44 papers shown

Title
Efficient Diffusion Transformer with Step-wise Dynamic Attention Mediators Yifan Pu Zhuofan Xia Jiayi Guo Dongchen Han Qixiu Li ... Ji Li Yizeng Han Shiji Song Gao Huang Xiu Li 53 11 0 11 Aug 2024
Dynamic Tuning Towards Parameter and Inference Efficiency for ViT Adaptation Wangbo Zhao Jiasheng Tang Yizeng Han Yibing Song Kai Wang Gao Huang F. Wang Yang You 22 11 0 18 Mar 2024
GRA: Detecting Oriented Objects through Group-wise Rotating and Attention Jiangshan Wang Yifan Pu Yizeng Han Jiayi Guo Yiru Wang Xiu Li Gao Huang 31 9 0 17 Mar 2024
EfficientMorph: Parameter-Efficient Transformer-Based Architecture for 3D Image Registration Abu Zahid Bin Aziz Mokshagna Sai Teja Karanam Tushar Kataria Shireen Elhabian ViT MedIm 23 1 0 16 Mar 2024
Edge-Enabled Real-time Railway Track Segmentation Chenglin Chen Wang Fei Yang Min Qin Yong Bai Yun 6 1 0 21 Jan 2024
Rank-DETR for High Quality Object Detection Yifan Pu Weicong Liang Yiduo Hao Yuhui Yuan Yukang Yang Chao Zhang Hanhua Hu Gao Huang 36 52 0 13 Oct 2023
Adaptive Rotated Convolution for Rotated Object Detection Yifan Pu Yiru Wang Zhuofan Xia Yizeng Han Yulin Wang Weihao Gan Zidong Wang S. Song Gao Huang 12 75 0 14 Mar 2023
Image as Set of Points Xu Ma Yuqian Zhou Huan Wang Can Qin Bin Sun Chang Liu Yun Fu VLM 32 48 0 02 Mar 2023
Learning to Weight Samples for Dynamic Early-exiting Networks Yizeng Han Yifan Pu Zihang Lai Chaofei Wang S. Song Junfen Cao Wenhui Huang Chao Deng Gao Huang 45 54 0 17 Sep 2022
Semantic Segmentation by Early Region Proxy Yifan Zhang Bo Pang Cewu Lu ViT 34 23 0 26 Mar 2022
V2X-ViT: Vehicle-to-Everything Cooperative Perception with Vision Transformer Runsheng Xu Hao Xiang Zhengzhong Tu Xin Xia Ming-Hsuan Yang Jiaqi Ma ViT 98 356 0 20 Mar 2022
Glance and Focus Networks for Dynamic Visual Recognition Gao Huang Yulin Wang Kangchen Lv Haojun Jiang Wenhui Huang Pengfei Qi S. Song 3DH 56 49 0 09 Jan 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
A Survey on Green Deep Learning Jingjing Xu Wangchunshu Zhou Zhiyi Fu Hao Zhou Lei Li VLM 71 79 0 08 Nov 2021
Energon: Towards Efficient Acceleration of Transformers Using Dynamic Sparse Attention Zhe Zhou Junling Liu Zhenyu Gu Guangyu Sun 56 39 0 18 Oct 2021
MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer Sachin Mehta Mohammad Rastegari ViT 186 1,148 0 05 Oct 2021
Mobile-Former: Bridging MobileNet and Transformer Yinpeng Chen Xiyang Dai Dongdong Chen Mengchen Liu Xiaoyi Dong Lu Yuan Zicheng Liu ViT 169 462 0 12 Aug 2021
CMT: Convolutional Neural Networks Meet Vision Transformers Jianyuan Guo Kai Han Han Wu Yehui Tang Chunjing Xu Yunhe Wang Chang Xu ViT 325 500 0 13 Jul 2021
Visformer: The Vision-friendly Transformer Zhengsu Chen Lingxi Xie Jianwei Niu Xuefeng Liu Longhui Wei Qi Tian ViT 106 206 0 26 Apr 2021
Transformer in Transformer Kai Han An Xiao Enhua Wu Jianyuan Guo Chunjing Xu Yunhe Wang ViT 282 1,490 0 27 Feb 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 263 3,538 0 24 Feb 2021
AdaFuse: Adaptive Temporal Fusion Network for Efficient Action Recognition Yue Meng Rameswar Panda Chung-Ching Lin P. Sattigeri Leonid Karlinsky Kate Saenko A. Oliva Rogerio Feris 66 62 0 10 Feb 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 278 1,939 0 09 Feb 2021
Video Transformer Network Daniel Neimark Omri Bar Maya Zohar Dotan Asselmann ViT 193 375 0 01 Feb 2021
PV-RCNN++: Point-Voxel Feature Set Abstraction With Local Vector Representation for 3D Object Detection Shaoshuai Shi Li Jiang Jiajun Deng Zhe Wang Chaoxu Guo Jianping Shi Xiaogang Wang Hongsheng Li 3DPC 135 400 0 31 Jan 2021
Pruning and Quantization for Deep Neural Network Acceleration: A Survey Tailin Liang C. Glossner Lei Wang Shaobo Shi Xiaotong Zhang MQ 124 665 0 24 Jan 2021
Learning Dynamic Routing for Semantic Segmentation Yanwei Li Lin Song Yukang Chen Zeming Li X. Zhang Xingang Wang Jian-jun Sun SSeg 77 161 0 23 Mar 2020
Understanding and Robustifying Differentiable Architecture Search Arber Zela T. Elsken Tonmoy Saikia Yassine Marrakchi Thomas Brox Frank Hutter OOD AAML 60 365 0 20 Sep 2019
Relation Distillation Networks for Video Object Detection Jiajun Deng Yingwei Pan Ting Yao Wen-gang Zhou Houqiang Li Tao Mei ObjD 92 171 0 26 Aug 2019
Class-balanced Grouping and Sampling for Point Cloud 3D Object Detection Benjin Zhu Zhengkai Jiang Xiangxin Zhou Zeming Li Gang Yu 3DPC 152 482 0 26 Aug 2019
Deep High-Resolution Representation Learning for Visual Recognition Jingdong Wang Ke Sun Tianheng Cheng Borui Jiang Chaorui Deng ... Yadong Mu Mingkui Tan Xinggang Wang Wenyu Liu Bin Xiao 184 3,480 0 20 Aug 2019
AdaFrame: Adaptive Frame Selection for Fast Video Recognition Zuxuan Wu Caiming Xiong Chih-Yao Ma R. Socher L. Davis 110 194 0 29 Nov 2018
Knowledge Distillation by On-the-Fly Native Ensemble Xu Lan Xiatian Zhu S. Gong 187 436 0 12 Jun 2018
ECO: Efficient Convolutional Network for Online Video Understanding Mohammadreza Zolfaghari Kamaljeet Singh Thomas Brox 119 495 0 24 Apr 2018
SpiderCNN: Deep Learning on Point Sets with Parameterized Convolutional Filters Yifan Xu Tianqi Fan Mingye Xu Long Zeng Yu Qiao 3DV 3DPC 145 760 0 30 Mar 2018
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 948 20,214 0 17 Apr 2017
Feature Pyramid Networks for Object Detection Tsung-Yi Lin Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 154 3,574 0 09 Dec 2016
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 210 13,886 0 02 Dec 2016
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 261 10,106 0 16 Nov 2016
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,290 0 05 Nov 2016
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 195 14,190 0 07 Oct 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 244 35,884 0 25 Aug 2016
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation Adam Paszke Abhishek Chaurasia Sangpil Kim Eugenio Culurciello SSeg 204 2,034 0 07 Jun 2016
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 420 15,438 0 02 Nov 2015