Title
Efficient Multi-Organ Segmentation Using SpatialConfiguration-Net with Low GPU Memory Requirements Franz Thaler Christian Payer Horst Bischof Darko Štern 30 5 0 26 Nov 2021
Calibrating the Dice loss to handle neural network overconfidence for biomedical image segmentation Michael Yeung L. Rundo Yang Nan Evis Sala Carola-Bibiane Schönlieb Guang Yang UQCV 25 30 0 31 Oct 2021
Comparative Validation of Machine Learning Algorithms for Surgical Workflow and Skill Analysis with the HeiChole Benchmark M. Wagner Beat-Peter Müller-Stich A. Kisilenko Duc Tran P. Heger ... M. Frankenberg F. Mathis-Ullrich Lena Maier-Hein Stefanie Speidel S. Bodenstedt 30 67 0 30 Sep 2021
Leveraging Clinical Characteristics for Improved Deep Learning-Based Kidney Tumor Segmentation on CT C. Lund Bas H. M. van der Velden 9 7 0 13 Sep 2021
Automatic size and pose homogenization with spatial transformer network to improve and accelerate pediatric segmentation Giammarco La Barbera Pietro Gori Haithem Boussaid Bruno Belucci A. Delmonte Jeanne Goulin S. Sarnacki L. Rouet Isabelle Bloch ViT MedIm 19 4 0 06 Jul 2021
Dual-Task Mutual Learning for Semi-Supervised Medical Image Segmentation Yichi Zhang Jicong Zhang SSL 36 38 0 08 Mar 2021
A Deep-Learning Approach For Direct Whole-Heart Mesh Reconstruction Fanwei Kong N. Wilson S. Shadden MedIm AI4CE 55 82 0 16 Feb 2021
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation Michael Yeung Evis Sala Carola-Bibiane Schönlieb L. Rundo 35 394 0 08 Feb 2021
Exploiting Shared Knowledge from Non-COVID Lesions for Annotation-Efficient COVID-19 CT Lung Infection Segmentation Yichi Zhang Qingcheng Liao Lin Yuan He Zhu Jiezhen Xing Jicong Zhang 54 23 0 31 Dec 2020
Cascaded Convolutional Neural Network for Automatic Myocardial Infarction Segmentation from Delayed-Enhancement Cardiac MRI Yichi Zhang 18 24 0 28 Dec 2020
PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image Segmentation Yutong Xie Jianpeng Zhang Zehui Liao Yong-quan Xia Chunhua Shen 21 47 0 25 Nov 2020
AbdomenCT-1K: Is Abdominal Organ Segmentation A Solved Problem? Jun Ma Yao Zhang Song Gu Cheng Zhu Cheng Ge ... Shangqing Liu Yunpeng Wang Yuhui Li Jian He Xiaoping Yang SSeg OOD 26 326 0 28 Oct 2020
Bridging 2D and 3D Segmentation Networks for Computation Efficient Volumetric Medical Image Segmentation: An Empirical Study of 2.5D Solutions Yichi Zhang Qingcheng Liao Leiting Ding Jicong Zhang 3DV 26 81 0 13 Oct 2020
Automated Design of Deep Learning Methods for Biomedical Image Segmentation Fabian Isensee Paul F. Jäger Simon A. A. Kohl Jens Petersen Klaus H. Maier-Hein 3DV SSeg 32 170 0 17 Apr 2019
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 343 10,639 0 19 Feb 2017