Self-supervised-RCNN for medical image segmentation with limited data annotation

UNet++: A Nested U-Net Architecture for Medical Image Segmentation

Zongwei Zhou, Md Mahfuzur Rahman Siddiquee, Nima Tajbakhsh et al. · Lecture notes in computer science · 2018 · 8.4K citations · Full text

Medical Image Segmentation, Image Analysis, Engineering +11

nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation

Nature Methods · 2020 · 7.5K citations · Full text

Convolutional Neural Network, Medical Image Segmentation, Image Analysis +14

Mask R-CNN

Kaiming He, Georgia Gkioxari, Piotr Dollár et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2018 · 3.3K citations

Object Instance Segmentation, Convolutional Neural Network, Image Analysis +13

SimMIM: a Simple Framework for Masked Image Modeling

Zhenda Xie, Zheng Zhang, Yue Cao et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 1.1K citations

Convolutional Neural Network, Engineering, Machine Learning +18

Rethinking ImageNet Pre-Training

Kaiming He, Ross Girshick, Piotr Dollár · 2019 · 998 citations

Convolutional Neural Network, Engineering, Machine Learning +17