DS-UNeXt: depthwise separable convolution network with large convolutional kernel for medical image segmentation

Swin Transformer: Hierarchical Vision Transformer using Shifted Windows

Ze Liu, Yutong Lin, Yue Cao et al. · 2021 IEEE/CVF International Conference on Computer Vision (ICCV) · 2021 · 30.1K citations

Computing, Computer Science, Computer Vision +16

MobileNetV2: Inverted Residuals and Linear Bottlenecks

Mark Sandler, Andrew Howard, Menglong Zhu et al. · 2018 · 25.4K citations

Computing, Computer Science, Computer Vision +11

DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs

Liang-Chieh Chen, George Papandreou, Iasonas Kokkinos et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2017 · 22.1K citations

Computing, Computer Science, Computer Vision +14

Pyramid Scene Parsing Network

Hengshuang Zhao, Jianping Shi, Xiaojuan Qi et al. · 2017 · 15.5K citations

Computing, Computer Science, Computer Vision +8

Aggregated Residual Transformations for Deep Neural Networks

Saining Xie, Ross Girshick, Piotr Dollár et al. · 2017 · 11.9K citations

Computing, Computer Science, Computer Vision +14