MobileUtr: Revisiting the relationship between light-weight CNN and Transformer for efficient medical image segmentation

4 December 2023

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Papers citing "MobileUtr: Revisiting the relationship between light-weight CNN and Transformer for efficient medical image segmentation"

21 / 21 papers shown

Title
Replacing softmax with ReLU in Vision Transformers Mitchell Wortsman Jaehoon Lee Justin Gilmer Simon Kornblith ViT 67 33 0 15 Sep 2023
CMU-Net: A Strong ConvMixer-based Medical Ultrasound Image Segmentation Network Fenghe Tang Lingtao Wang C. Ning Min Xian Jianrui Ding 62 64 0 24 Oct 2022
EdgeViTs: Competing Light-weight CNNs on Mobile Devices with Vision Transformers Junting Pan Adrian Bulat Fuwen Tan Xiatian Zhu Łukasz Dudziak Hongsheng Li Georgios Tzimiropoulos Brais Martínez ViT 82 194 0 06 May 2022
UNeXt: MLP-based Rapid Medical Image Segmentation Network Jeya Maria Jose Valanarasu Vishal M. Patel SSeg 69 511 0 09 Mar 2022
DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection Hao Zhang Feng Li Shilong Liu Lei Zhang Hang Su Jun Zhu L. Ni H. Shum ViT 176 1,460 0 07 Mar 2022
MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer Sachin Mehta Mohammad Rastegari ViT 288 1,281 0 05 Oct 2021
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation Hu Cao Yueyue Wang Jieneng Chen Dongsheng Jiang Xiaopeng Zhang Qi Tian Manning Wang ViT MedIm 136 2,914 0 12 May 2021
EfficientNetV2: Smaller Models and Faster Training Mingxing Tan Quoc V. Le EgoV 122 2,720 0 01 Apr 2021
CvT: Introducing Convolutions to Vision Transformers Haiping Wu Bin Xiao Noel Codella Mengchen Liu Xiyang Dai Lu Yuan Lei Zhang ViT 152 1,917 0 29 Mar 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 463 21,564 0 25 Mar 2021
TransBTS: Multimodal Brain Tumor Segmentation Using Transformer Wenxuan Wang Chen Chen Meng Ding Jiangyun Li Hong Yu Sen Zha ViT MedIm 94 727 0 07 Mar 2021
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Jeya Maria Jose Valanarasu Poojan Oza Ilker Hacihaliloglu Vishal M. Patel ViT MedIm 108 993 0 21 Feb 2021
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang Huiye Liu Qiang Hu ViT MedIm 260 923 0 16 Feb 2021
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Jieneng Chen Yongyi Lu Qihang Yu Xiangde Luo Ehsan Adeli Yan Wang Le Lu Alan Yuille Yuyin Zhou ViT MedIm 98 3,497 0 08 Feb 2021
Training data-efficient image transformers & distillation through attention Hugo Touvron Matthieu Cord Matthijs Douze Francisco Massa Alexandre Sablayrolles Hervé Jégou ViT 389 6,802 0 23 Dec 2020
UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 122 2,640 0 11 Dec 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 144 18,179 0 28 May 2019
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 201 19,333 0 13 Jan 2018
BUSIS: A Benchmark for Breast Ultrasound Image Segmentation Min Xian Yingtao Zhang H. Cheng Fei Xu Kuan Huang Boyu Zhang Jianrui Ding C. Ning Ying Wang 62 62 0 09 Jan 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 1.2K 20,880 0 17 Apr 2017
Gaussian Error Linear Units (GELUs) Dan Hendrycks Kevin Gimpel 174 5,037 0 27 Jun 2016