ShuffleNet swMATH ID: 39585 Software Authors: Xiangyu Zhang, Xinyu Zhou, Mengxiao Lin, Jian Sun Description: ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices. We introduce an extremely computation-efficient CNN architecture named ShuffleNet, which is designed specially for mobile devices with very limited computing power (e.g., 10-150 MFLOPs). The new architecture utilizes two new operations, pointwise group convolution and channel shuffle, to greatly reduce computation cost while maintaining accuracy. Experiments on ImageNet classification and MS COCO object detection demonstrate the superior performance of ShuffleNet over other structures, e.g. lower top-1 error (absolute 7.8 Homepage: https://paperswithcode.com/paper/shufflenet-an-extremely-efficient Keywords: Computer Vision; Pattern Recognition; arXiv_cs.CV; ShuffleNet; Convolutional Neural Network; Mobile Device; CNN Related Software: ImageNet; AlexNet; MobileNets; Xception; MS-COCO; MobileNetV2; SqueezeNet; Adam; DeepLab; CIFAR; Inception-v4; Caffe; PyTorch; XNOR-Net; EfficientNet; PointNet; YOLO; DARTS; ArcFace; SSD Cited in: 17 Publications Standard Articles 1 Publication describing the Software Year ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices Xiangyu Zhang, Xinyu Zhou, Mengxiao Lin, Jian Sun 2017 all top 5 Cited by 71 Authors 2 Wang, Xiaogang 1 Aricioğlu, Burak 1 Arnia, Fitri 1 Bhuyan, Ruchi 1 Cao, Conghui 1 Chen, Honggang 1 Chen, Jie 1 Chen, Xilin 1 Chen, Zhikui 1 Ding, Wenrui 1 Doermann, David 1 Feng, Junxi 1 Fieguth, Paul W. 1 Gao, Jing 1 Gulliver, Thomas Aaron 1 Guo, Guodong 1 Guo, Jianyuan 1 He, Xiaohai 1 Hinkle, Jacob 1 Hu, Yuan 1 Huang, Lang 1 Kaçar, Sezgin 1 Kumar, Kundan 1 Li, Jingyu 1 Li, Peng 1 Li, Yang 1 Liu, Chunlei 1 Liu, Jianzhuang 1 Liu, Longjun 1 Liu, Xinwang 1 Luo, Ping 1 Mir, Roohie Naaz 1 Munadi, Khairul 1 Nayak, Janmenjoy 1 Ouyang, Wanli 1 Panigrahi, Santisudha 1 Papamarkou, Theodore 1 Pietikäinen, Matti 1 Pradhan, Biswajeet 1 Ren, Jiamin 1 Roslidar, Roslidar 1 Saddami, Khairun 1 Shao, Wenqi 1 Sharma, Vipul 1 Su, Huake 1 Sun, Hongbin 1 Swarnkar, Tripti 1 Syaryadhi, Mohd 1 Syukri, Maimun 1 Szeliski, Richard 1 Teng, Qizhi 1 Tian, Xinyu 1 Tripp, Bryan P. 1 Uzdyaev, M. Yu. 1 Uzun, Süleyman 1 Wang, Jingdong 1 Wang, Yan 1 Womble, David E. 1 Wu, Yulin 1 Xu, Lingwei 1 Yang, Mingqiang 1 Young, M. Todd 1 Yuan, Yuhui 1 Zhang, Baochang 1 Zhang, Hao 1 Zhang, Haonan 1 Zhang, Jianing 1 Zhang, Ruimao 1 Zheng, Nanning 1 Zheng, Qinghe 1 Zhou, Hengyi all top 5 Cited in 12 Serials 4 International Journal of Computer Vision 2 Neural Computation 2 Mathematical Biosciences and Engineering 1 Computer Methods in Applied Mechanics and Engineering 1 Journal of the Franklin Institute 1 Physica D 1 Statistical Science 1 Multidimensional Systems and Signal Processing 1 Machine Learning 1 Computer Science Review 1 Vestnik KRAUNTS. Fiziko-Matematicheskie Nauki 1 Texts in Computer Science all top 5 Cited in 8 Fields 13 Computer science (68-XX) 3 Statistics (62-XX) 3 Biology and other natural sciences (92-XX) 2 Numerical analysis (65-XX) 2 Information and communication theory, circuits (94-XX) 1 Dynamical systems and ergodic theory (37-XX) 1 Mechanics of deformable solids (74-XX) 1 Operations research, mathematical programming (90-XX) Citations by Year