End-to-end Prostate Cancer Detection in bpMRI via 3D CNNs: Effects of Attention Mechanisms, Clinical Priori and Decoupled False Positive Reduction

8 January 2021

Henkjan Huisman

Papers citing "End-to-end Prostate Cancer Detection in bpMRI via 3D CNNs: Effects of Attention Mechanisms, Clinical Priori and Decoupled False Positive Reduction"

28 / 28 papers shown

Title
Multimodal MRI-Ultrasound AI for Prostate Cancer Detection Outperforms Radiologist MRI Interpretation: A Multi-Center Study Hassan Jahanandish Shengtian Sang Cynthia Xinran Li Sulaiman Vesal Indrani Bhattacharya Jeong Hoon Lee Richard E. Fan Geoffrey A. Sonna M. Rusu 34 0 0 31 Jan 2025
RadHop-Net: A Lightweight Radiomics-to-Error Regression for False Positive Reduction In MRI Prostate Cancer Detection Vasileios Magoulianitis Jiaxin Yang Catherine A. Alexander C.-C. Jay Kuo MedIm 35 0 0 03 Jan 2025
Mask Enhanced Deeply Supervised Prostate Cancer Detection on B-mode Micro-Ultrasound Lichun Zhang Steve Zhou Moon Hyung Choi Jeong Hoon Lee Shengtian Sang ... Wei Shao Ahmed N. El Kaffas Richard E. Fan G. Sonn M. Rusu MedIm 66 0 0 14 Dec 2024
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation M. Valiuddin R. V. Sloun C.G.A. Viviers Peter H. N. de With Fons van der Sommen UQCV 79 1 0 25 Nov 2024
Weakly supervised deep learning model with size constraint for prostate cancer detection in multiparametric MRI and generalization to unseen domains Robin Trombetta O. Rouvière Carole Lartizien OOD MedIm 59 0 0 04 Nov 2024
Deep Radiomics Detection of Clinically Significant Prostate Cancer on Multicenter MRI: Initial Comparison to PI-RADS Assessment G. A. Nketiah M. R. Sunoqrot E. Sandsmark S. Langørgen K. M. Selnæs H. Bertilsson M. Elschot T. F. Bathen 13 0 0 21 Oct 2024
Deep Learning-based Unsupervised Domain Adaptation via a Unified Model for Prostate Lesion Detection Using Multisite Bi-parametric MRI Datasets Hao Li Han Liu H. von Busch Robert Grimm Henkjan Huisman ... M. Harisinghani I. Oguz D. Comaniciu A. Kamen B. Lou MedIm 26 0 0 08 Aug 2024
Counterfactuals and Uncertainty-Based Explainable Paradigm for the Automated Detection and Segmentation of Renal Cysts in Computed Tomography Images: A Multi-Center Study Zohaib Salahuddin A. Ibrahim Sheng Kuang Y. Widaatalla R. Miclea ... Tom Marcelissen Patricia Zondervan Auke Jager Philippe Lambin Henry C. Woodruff MedIm 22 0 0 07 Aug 2024
OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM Yutao Hu Tian-Xin Li Quanfeng Lu Wenqi Shao Junjun He Yu Qiao Ping Luo ELM LM&MA 29 50 0 14 Feb 2024
SA-Med2D-20M Dataset: Segment Anything in 2D Medical Imaging with 20 Million masks Jin Ye Junlong Cheng Jianpin Chen Zhongying Deng Tian-Xin Li ... Hui Sun Min Zhu Shaoting Zhang Junjun He Yu Qiao VLM MedIm 21 37 0 20 Nov 2023
On undesired emergent behaviors in compound prostate cancer detection systems Erlend Sortland Rolfsnes Philip Thangngat T. Eftestøl T. Nordström F. Jäderling M. Eklund Alvaro Fernandez-Quilez 18 0 0 15 Sep 2023
Anatomy-informed Data Augmentation for Enhanced Prostate Cancer Detection Balint Kovacs Nils Netzer Michael Baumgartner Carolin Eith Dimitrios Bounias ... Markus Hohenfellner H. Schlemmer Ivo Wolf D. Bonekamp Klaus H. Maier-Hein MedIm 10 3 0 07 Sep 2023
Decoupled conditional contrastive learning with variable metadata for prostate lesion detection Camille Ruppli Pietro Gori R. Ardon Isabelle Bloch MedIm 12 1 0 18 Aug 2023
Prostate Age Gap (PAG): An MRI surrogate marker of aging for prostate cancer detection Alvaro Fernandez-Quilez T. Nordström F. Jäderling S. R. Kjosavik M. Eklund 19 3 0 10 Aug 2023
Combiner and HyperCombiner Networks: Rules to Combine Multimodality MR Images for Prostate Cancer Localisation Wen Yan B. Chiu Ziyi Shen Qianye Yang Tom Syer ... S. Punwani M. Emberton David Atkinson D. Barratt Yipeng Hu MedIm 21 5 0 17 Jul 2023
Domain Transfer Through Image-to-Image Translation for Uncertainty-Aware Prostate Cancer Classification Meng Zhou A. Jamzad J. Izard A. Menard R. Siemens P. Mousavi MedIm 35 0 0 02 Jul 2023
Uncertainty-Aware Semi-Supervised Learning for Prostate MRI Zonal Segmentation M. Hosseinzadeh A. Saha Joeran S. Bosma Henkjan Huisman 13 1 0 10 May 2023
Cross-Shaped Windows Transformer with Self-supervised Pretraining for Clinically Significant Prostate Cancer Detection in Bi-parametric MRI Yuheng Li Jacob F. Wynne Jing Wang Richard L. J. Qiu J. Roper ... A. Jani Tian Liu P. Patel H. Mao Xiaofeng Yang OOD ViT MedIm 30 10 0 30 Apr 2023
Segment Anything in Medical Images Jun Ma Yuting He Feifei Li Li-Jun Han Chenyu You Bo Wang MedIm VLM 36 448 0 24 Apr 2023
Prostate Lesion Estimation using Prostate Masks from Biparametric MRI Ahmet Karagoz Mustafa Ege Seker M. Yergin Tarkan Atak Kan Mustafa Said Kartal E. Karaarslan D. Alis Ilkay Oksuz MedIm 18 1 0 11 Jan 2023
ProstAttention-Net: A deep attention model for prostate cancer segmentation by aggressiveness in MRI scans Audrey Duran Gaspard Dussert O. Rouvière Tristan Jaouen Pierre-Marc Jodoin Carole Lartizien MedIm 31 70 0 23 Nov 2022
The use of deep learning in interventional radiotherapy (brachytherapy): a review with a focus on open source and open data T. Fechter I. Sachpazidis D. Baltas OOD AI4CE 26 5 0 16 May 2022
Annotation-efficient cancer detection with report-guided lesion annotation for deep learning-based prostate cancer detection in bpMRI Joeran S. Bosma A. Saha M. Hosseinzadeh Ivan Slootweg Maarten de Rooij Henkjan Huisman 19 29 0 09 Dec 2021
Bridging the gap between prostate radiology and pathology through machine learning Indrani Bhattacharya David S. Lim Han Lin Aung Xingchen Liu A. Seetharaman ... P. Ghanouni Katherine Toó J. Brooks G. Sonn M. Rusu 17 15 0 03 Dec 2021
Fully Automatic Deep Learning Framework for Pancreatic Ductal Adenocarcinoma Detection on Computed Tomography N. Alves M. Schuurmans G. Litjens Joeran S. Bosma J. Hermans Henkjan Huisman MedIm 21 53 0 30 Nov 2021
Anatomical and Diagnostic Bayesian Segmentation in Prostate MRI $-$ Should Different Clinical Objectives Mandate Different Loss Functions? A. Saha Shengcai Liu J. Linmans M. Hosseinzadeh Ke Tang 21 8 0 25 Oct 2021
Controlling False Positive/Negative Rates for Deep-Learning-Based Prostate Cancer Detection on Multiparametric MR images Z. Min F. Bianco Qianye Yang Rachael Rodell Wen Yan D. Barratt Yipeng Hu MedIm 15 3 0 04 Jun 2021
DeepNAT: Deep Convolutional Neural Network for Segmenting Neuroanatomy Christian Wachinger M. Reuter T. Klein 3DV 23 330 0 27 Feb 2017