DeepCut: Object Segmentation from Bounding Box Annotations using Convolutional Neural Networks

25 May 2016

Martin Rajchl

M. J. Lee

Ozan Oktay

Konstantinos Kamnitsas

Jonathan Passerat-Palmbach

Papers citing "DeepCut: Object Segmentation from Bounding Box Annotations using Convolutional Neural Networks"

49 / 49 papers shown

Title
MediSee: Reasoning-based Pixel-level Perception in Medical Images Qinyue Tong Ziqian Lu Jun Liu Yangming Zheng Zheming Lu LRM 43 0 0 15 Apr 2025
Flip Learning: Weakly Supervised Erase to Segment Nodules in Breast Ultrasound Yuhao Huang Ao Chang Haoran Dou X. Tao Xinrui Zhou ... Ruobing Huang Alejandro F Frangi Lingyun Bao Xin Yang Dong Ni 96 1 0 26 Mar 2025
A Classifier-Free Incremental Learning Framework for Scalable Medical Image Segmentation Xiaoyang Chen Hao Zheng Yifang Xie Yuncong Ma Tengfei Li CLL 48 0 0 25 May 2024
Leveraging point annotations in segmentation learning with boundary loss Eva Breznik H. Kervadec F. Malmberg J. Kullberg Haakan Ahlstrom Marleen de Bruijne Robin Strand 37 1 0 06 Nov 2023
Single-Image-Based Deep Learning for Segmentation of Early Esophageal Cancer Lesions Haipeng Li Di Liu Yunzhi Zeng Shuaicheng Liu Tao Gan N. Rao Jin-lin Yang Bing Zeng 26 6 0 09 Jun 2023
Boundary-aware Supervoxel-level Iteratively Refined Interactive 3D Image Segmentation with Multi-agent Reinforcement Learning Chaofan Ma Qisen Xu Xiangfeng Wang Bo Jin Xiaoyun Zhang Yanfeng Wang Ya Zhang 37 22 0 19 Mar 2023
Weakly Supervised Image Segmentation Beyond Tight Bounding Box Annotations Juan Wang Bin Xia 48 5 0 28 Jan 2023
Solve the Puzzle of Instance Segmentation in Videos: A Weakly Supervised Framework with Spatio-Temporal Collaboration Liqi Yan Qifan Wang Siqi Ma Jingang Wang Changbin (Brad) Yu VOS 32 38 0 15 Dec 2022
Neural Annotation Refinement: Development of a New 3D Dataset for Adrenal Gland Analysis Jiancheng Yang Rui Shi Udaranga Wickramasinghe Qikui Zhu Bingbing Ni Pascal Fua 3DH MedIm 35 5 0 30 Jun 2022
Attention-based Dynamic Subspace Learners for Medical Image Analysis V. SukeshAdiga Jose Dolz H. Lombaert 23 1 0 18 Jun 2022
An automatic pipeline for atlas-based fetal and neonatal brain segmentation and analysis A. Urru Andrea A. Nakaki Ayako O. Benkarim ... Fàtima Gemma Piella Gemma M. A. G. Ballester Miguel A 16 9 0 16 May 2022
Scribble2D5: Weakly-Supervised Volumetric Image Segmentation via Scribble Annotations Qiuhui Chen Yi Hong 43 24 0 13 May 2022
Learning to segment fetal brain tissue from noisy annotations Davood Karimi C. Rollins C. Velasco-Annis Abdelhakim Ouaalam Ali Gholipour 26 25 0 25 Mar 2022
Polar Transformation Based Multiple Instance Learning Assisting Weakly Supervised Image Segmentation With Loose Bounding Box Annotations Juan Wang Bin Xia ISeg 24 2 0 03 Mar 2022
iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR Images Qin Liu Zhenlin Xu Yining Jiao Marc Niethammer ViT MedIm 49 37 0 21 Dec 2021
Interactive Medical Image Segmentation with Self-Adaptive Confidence Calibration Wenhao Li Qisen Xu Chuyun Shen Bin Hu Fengping Zhu Yuxin Li Bo Jin Xiangfeng Wang 32 5 0 15 Nov 2021
Interactive Segmentation via Deep Learning and B-Spline Explicit Active Surfaces Helena Williams J. Pedrosa L. Cattani S. Housmans Tom Kamiel Magda Vercauteren Jan Deprest Jan D'hooge 16 7 0 25 Oct 2021
Rapid head-pose detection for automated slice prescription of fetal-brain MRI Malte Hoffmann Esra Abaci Turk B. Gagoski L. Morgan P. Wighton ... M. Reuter E. Adalsteinsson P. E. Grant L. Wald A. Kouwe 21 13 0 08 Oct 2021
Source-Free Domain Adaptation for Image Segmentation M. Bateson H. Kervadec Jose Dolz H. Lombaert Ismail Ben Ayed OOD MedIm 134 65 0 06 Aug 2021
Challenges for machine learning in clinical translation of big data imaging studies Nicola K. Dinsdale Emma Bluemke V. Sundaresan M. Jenkinson Stephen Smith Ana I. L. Namburete AI4CE 50 41 0 07 Jul 2021
Inter Extreme Points Geodesics for End-to-End Weakly Supervised Image Segmentation R. Dorent Samuel Joutard J. Shapey A. Kujawa Marc Modat Sebastien Ourselin Tom Kamiel Magda Vercauteren 23 28 0 01 Jul 2021
Quality-Aware Memory Network for Interactive Volumetric Image Segmentation Tianfei Zhou Liulei Li G. Bredell Jianwu Li E. Konukoglu 27 14 0 20 Jun 2021
Automatic CT Segmentation from Bounding Box Annotations using Convolutional Neural Networks Yuanpeng Liu Qinglei Hui Zhiyi Peng S. Gong D. Kong 26 4 0 29 May 2021
Every Annotation Counts: Multi-label Deep Supervision for Medical Image Segmentation Simon Reiß C. Seibold Alexander Freytag E. Rodner Rainer Stiefelhagen 91 61 0 27 Apr 2021
A survey on shape-constraint deep learning for medical image segmentation Simon Bohlender Ilkay Oksuz Anirban Mukhopadhyay 3DV 36 34 0 19 Jan 2021
Teach me to segment with mixed supervision: Confident students become masters Jose Dolz Christian Desrosiers Ismail Ben Ayed 33 25 0 15 Dec 2020
Going to Extremes: Weakly Supervised Medical Image Segmentation H. Roth Ke Wang Ziyue Xu Xiaosong Wang Daguang Xu 19 60 0 25 Sep 2020
User-Guided Domain Adaptation for Rapid Annotation from User Interactions: A Study on Pathological Liver Segmentation Ashwin Raju Zhanghexuan Ji Chi-Tung Cheng Jinzheng Cai Junzhou Huang Jing Xiao Le Lu Chien-Hung Liao Adam P. Harrison 36 13 0 05 Sep 2020
Point-to-set distance functions for weakly supervised segmentation Bas Peters 18 1 0 27 Jul 2020
Reliability Does Matter: An End-to-End Weakly Supervised Semantic Segmentation Approach Bingfeng Zhang Jimin Xiao Yunchao Wei Mingjie Sun Kaizhu Huang 38 197 0 19 Nov 2019
Weakly supervised segmentation from extreme points H. Roth Ling Zhang Dong Yang Fausto Milletari Ziyue Xu Xiaosong Wang Daguang Xu 45 21 0 02 Oct 2019
Model-Based and Data-Driven Strategies in Medical Image Computing Daniel Rueckert Julia A. Schnabel OOD MedIm AI4CE 28 50 0 23 Sep 2019
Mixed-Supervised Dual-Network for Medical Image Segmentation Duo Wang Ming Li N. Ben-Shlomo C. Corrales Yu Cheng Tao Zhang J. Jayender 19 28 0 24 Jul 2019
Signet Ring Cell Detection With a Semi-supervised Learning Framework Jiahui Li Shuang Yang Xiaodi Huang Q. Da Xiaoqun Yang Zhiqiang Hu Qi Duan Chaofu Wang Hongsheng Li 30 89 0 09 Jul 2019
Automatic brain tissue segmentation in fetal MRI using convolutional neural networks Nadieh Khalili Nikolas Lessmann Elise Turk N. Claessens R. Heus T. Kolk M. Viergever M. Benders I. Isgum 26 101 0 11 Jun 2019
USE-Net: incorporating Squeeze-and-Excitation blocks into U-Net for prostate zonal segmentation of multi-institutional MRI datasets L. Rundo Changhee Han Yudai Nagano Jin Zhang Ryuichiro Hataya ... M. Gilardi Salvatore Vitabile G. Mauri Hideki Nakayama P. Cazzaniga 13 231 0 17 Apr 2019
Deep Co-Training for Semi-Supervised Image Segmentation Jizong Peng Guillermo Estrada M. Pedersoli Christian Desrosiers 37 179 0 27 Mar 2019
Weakly Supervised Estimation of Shadow Confidence Maps in Fetal Ultrasound Imaging Qingjie Meng Matthew Sinclair V. Zimmer Benjamin Hou Martin Rajchl ... J. Housden Jacqueline Matthew Daniel Rueckert Julia A. Schnabel Bernhard Kainz 20 1 0 20 Nov 2018
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning Arnab Kumar Mondal Jose Dolz Christian Desrosiers GAN MedIm 43 118 0 29 Oct 2018
Learning to Segment Medical Images with Scribble-Supervision Alone Y. Can K. Chaitanya Basil Mustafa Lisa M. Koch E. Konukoglu Christian F. Baumgartner 16 87 0 12 Jul 2018
A CADe System for Gliomas in Brain MRI using Convolutional Neural Networks Subhashis Banerjee Sushmita Mitra Anmol Sharma B. Uma Shankar 17 14 0 20 Jun 2018
Constrained-CNN losses for weakly supervised segmentation H. Kervadec Jose Dolz Meng Tang Eric Granger Yuri Boykov Ismail Ben Ayed 27 239 0 12 May 2018
Abdominal multi-organ segmentation with organ-attention networks and statistical fusion Yan Wang Yuyin Zhou Wei Shen Seyoun Park Elliot K. Fishman Alan Yuille 14 215 0 23 Apr 2018
Pose2Seg: Detection Free Human Instance Segmentation Song-Hai Zhang Ruilong Li Xin Dong Paul L. Rosin Zixi Cai Xi Han Dingcheng Yang Haozhi Huang Shimin Hu SSeg 30 201 0 28 Mar 2018
On Regularized Losses for Weakly-supervised CNN Segmentation Meng Tang Federico Perazzi Abdelaziz Djelouah Ismail Ben Ayed Christopher Schroers Yuri Boykov 22 294 0 26 Mar 2018
Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning Guotai Wang Wenqi Li Maria A. Zuluaga R. Pratt P. Patel ... T. Doel A. David Jan Deprest Sebastien Ourselin Tom Kamiel Magda Vercauteren 41 687 0 11 Oct 2017
Neural Multi-Atlas Label Fusion: Application to Cardiac MR Images Heran Yang Jian Sun Huibin Li Lisheng Wang Zongben Xu 33 27 0 27 Sep 2017
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
Learning under Distributed Weak Supervision Martin Rajchl M. J. Lee Franklin Schrans A. Davidson Jonathan Passerat-Palmbach G. Tarroni A. Alansary Ozan Oktay Bernhard Kainz Daniel Rueckert 23 23 0 03 Jun 2016