v1v2 (latest)

Methods and open-source toolkit for analyzing and visualizing challenge results

11 October 2019

Bennett A. Landman

Lena Maier-Hein

Papers citing "Methods and open-source toolkit for analyzing and visualizing challenge results"

48 / 48 papers shown

Title
crossMoDA Challenge: Evolution of Cross-Modality Domain Adaptation Techniques for Vestibular Schwannoma and Cochlea Segmentation from 2021 to 2023 Navodini Wijethilake Reuben Dorent M. Ivory Aaron Kujawa S. Cornelissen ... V. Jaouen Ji-Wung Han Li Zhang J. Shapey Tom Vercauteren 37 0 0 13 Jun 2025
Benchmark of Segmentation Techniques for Pelvic Fracture in CT and X-ray: Summary of the PENGWIN 2024 Challenge Yudi Sang Yang Liu Sutuke Yibulayimu Yun Wang Benjamin Killeen ... Sheng Zhou Qiyong Cao Chunpeng Zhao Xiaojun Wu Yansen Wang 74 0 0 03 Apr 2025
Multi-Class Segmentation of Aortic Branches and Zones in Computed Tomography Angiography: The AortaSeg24 Challenge Muhammad Imran J. Krebs Vishal Balaji Sivaraman Teng Zhang Amarjeet Kumar ... Gilbert R. Upchurch Jr. Jun Ma Yuyin Zhou M. Cooper Wei Shao 101 1 0 07 Feb 2025
Efficient MedSAMs: Segment Anything in Medical Images on Laptop Jun Ma Feifei Li Sumin Kim Reza Asakereh Bao-Hiep Le ... Hao Wei Wu Yuan Shuangle Li Yuyin Zhou Bo Wang VLM MedIm 143 2 0 20 Dec 2024
MICCAI-CDMRI 2023 QuantConn Challenge Findings on Achieving Robust Quantitative Connectivity through Harmonized Preprocessing of Diffusion MRI N. Newlin Kurt G. Schilling S. Koudoro B. Chandio Praitayini Kanakaraj ... Christian Ewert P. Thompson N. Jahanshad Eleftherios Garyfallidis Bennett A. Landman 50 1 0 14 Nov 2024
Confidence intervals uncovered: Are we ready for real-world medical imaging AI? Evangelia Christodoulou Annika Reinke Rola Houhou P. Kalinowski Selen Erkan ... Paul F. Jäger Annette Kopp-Schneider Gaël Varoquaux O. Colliot Lena Maier-Hein OOD 50 4 0 26 Sep 2024
Deep Learning Techniques for Automatic Lateral X-ray Cephalometric Landmark Detection: Is the Problem Solved? Hongyuan Zhang Ching-Wei Wang Hikam Muzakky Juan Dai Xuguang Li ... Xianlong Wang Hyunseok Lee Zhangnan Zhong Zhu Zhu Bingsheng Huang 80 0 0 24 Sep 2024
PSFHS Challenge Report: Pubic Symphysis and Fetal Head Segmentation from Intrapartum Ultrasound Images Jieyun Bai Zihao Zhou Zhanhong Ou Gregor Koehler Raphael Stock ... Mei Zhong Gaowen Chen Víctor M. Campello Yaosheng Lu Karim Lekadir 63 7 0 17 Sep 2024
Automatic Organ and Pan-cancer Segmentation in Abdomen CT: the FLARE 2023 Challenge Jun Ma Yao Zhang Song Gu Cheng Ge Ershuai Wang Qin Zhou Ziyan Huang Pengju Lyu Jian He Bo Wang 89 15 0 22 Aug 2024
ISLES'24: Final Infarct Prediction with Multimodal Imaging and Clinical Data. Where Do We Stand? Ezequiel de la Rosa Ruisheng Su Mauricio Reyes E. O. Riedel Fabian Isensee ... Carole Frindel S. Wegener Jan S. Kirschke Benedikt Wiestler Bjoern Menze OOD 86 2 0 20 Aug 2024
LNQ 2023 challenge: Benchmark of weakly-supervised techniques for mediastinal lymph node quantification Reuben Dorent Roya Khajavi Tagwa Idris Erik Ziegler B. Somarouthu ... Minghui Zhang Steve Pieper Gordon Harris Ron Kikinis Tina Kapur 106 6 0 19 Aug 2024
Overcoming Common Flaws in the Evaluation of Selective Classification Systems Jeremias Traub Till J. Bungert Carsten T. Lüth Michael Baumgartner Klaus H. Maier-Hein Lena Maier-Hein Paul F. Jaeger 74 4 0 01 Jul 2024
Mitigating False Predictions In Unreasonable Body Regions Constantin Ulrich Catherine Knobloch Julius Holzschuh Tassilo Wald Maximilian R. Rokuss M. Zenk Maximilian Fischer Michael Baumgartner Hyunjin Park Klaus H. Maier-Hein AI4CE 82 0 0 24 Apr 2024
An objective comparison of methods for augmented reality in laparoscopic liver resection by preoperative-to-intraoperative image fusion Sharib Ali Yamid Espinel Yueming Jin Peng Liu Bianca Güttner ... Micha Pfeiffer Shahid Farid Lena Maier-Hein E. Buc Adrien Bartoli 111 16 0 28 Jan 2024
Benchmarking Encoder-Decoder Architectures for Biplanar X-ray to 3D Shape Reconstruction M. Shakya Bishesh Khanal 80 1 0 24 Sep 2023
The Multi-modality Cell Segmentation Challenge: Towards Universal Solutions Jun Ma Ronald Xie Shamini Ayyadhury Cheng Ge Anubha Gupta ... Beth A. Cimini C. Zuo Oscar Bruck Gary D. Bader Bohui Wang VLM 76 43 0 10 Aug 2023
Unleashing the Strengths of Unlabeled Data in Pan-cancer Abdominal Organ Quantification: the FLARE22 Challenge Jun Ma Yu Zhang Song Gu Cheng Ge Shih-Ya Ma ... Qiongjie Zhu Guoqiang Dong Jian He the Flare Challenge Consortium Bohui Wang 78 70 0 10 Aug 2023
Challenge Results Are Not Reproducible Annika Reinke G. Grab Lena Maier-Hein OOD 29 1 0 14 Jul 2023
The KiTS21 Challenge: Automatic segmentation of kidneys, renal tumors, and renal cysts in corticomedullary-phase CT N. Heller Hyunjin Park D. Trofimova R. Tejpaul Zhongchen Zhao ... Susan Austin M. Austin S. Regmi Nikolaos Papanikolopoulos C. Weight 84 73 0 05 Jul 2023
Efficient automatic segmentation for multi-level pulmonary arteries: The PARSE challenge Gongning Luo Kuanquan Wang Jun Liu Shuo Li Xinjie Liang ... Yi Wang Ampatishan Sivalingam K. Punithakumar Zhaowen Qiu Xing-bao Gao 62 16 0 07 Apr 2023
DRAC: Diabetic Retinopathy Analysis Challenge with Ultra-Wide Optical Coherence Tomography Angiography Images Bo Qian Haoxing Chen Xiangning Wang Haoxuan Che Gitaek Kwon ... Xiaokang Yang Yiyu Cai Weiping Jia Huating Li Bin Sheng 80 5 0 05 Apr 2023
Why is the winner the best? Matthias Eisenmann Annika Reinke V. Weru M. Tizabi Hyunjin Park ... Zixuan Zhao Klaus Maier-Hein Paul F. Jäger A. Kopp-Schneider Lena Maier-Hein 79 23 0 30 Mar 2023
Semantic segmentation of surgical hyperspectral images under geometric domain shifts Jan Sellner Silvia Seidlitz Alexander Studier-Fischer Alessandro Motta Berkin Özdemir Beat Peter Müller-Stich Felix Nickel Lena Maier-Hein 29 7 0 20 Mar 2023
CholecTriplet2022: Show me a tool and tell me the triplet -- an endoscopic vision challenge for surgical action triplet detection C. Nwoye Tong Yu Saurav Sharma Aditya Murali Deepak Alapatt ... Pietro Mascagni B. Seeliger Cristians Gonzalez Didier Mutter N. Padoy 102 20 0 13 Feb 2023
Understanding metric-related pitfalls in image analysis validation Annika Reinke M. Tizabi Michael Baumgartner Matthias Eisenmann Doreen Heckmann-Notzel ... Gaël Varoquaux Manuel Wiesenfarth Ziv R. Yaniv Paul F. Jäger Lena Maier-Hein 96 59 0 03 Feb 2023
Where is VALDO? VAscular Lesions Detection and segmentatiOn challenge at MICCAI 2021 Carole H. Sudre K. V. Wijnen Florian Dubost H. Adams D. Atkinson ... F. Wolters P. Yilmaz M. Groot Meike W. Vernooij Marleen de Bruijne 46 20 0 15 Aug 2022
Metrics reloaded: Recommendations for image analysis validation Lena Maier-Hein Annika Reinke Patrick Godau M. Tizabi Florian Buettner ... Aleksei Tiulpin Sotirios A. Tsaftaris Ben Van Calster Gaël Varoquaux Paul F. Jäger 145 238 0 03 Jun 2022
Fetal Brain Tissue Annotation and Segmentation Challenge Results K. Payette Hongwei Bran Li Priscille de Dumast Roxane Licandro H. Ji ... Li Zhao L. Vasung Bjoern Menze Meritxell Bach Cuadra Andras Jakab 73 40 0 20 Apr 2022
Assessing generalisability of deep learning-based polyp detection and segmentation methods through a computer vision challenge Sharib Ali N. Ghatwary Debesh Jha Ece Isik Polat Gorkem Polat ... Dominique Lamarque R. Cannizzaro S. Realdon Thomas de Lange J. East 125 64 0 24 Feb 2022
PEg TRAnsfer Workflow recognition challenge report: Does multi-modal data improve recognition? Arnaud Huaulmé Kanako Harada Quang-Minh Nguyen Bogyu Park Seungbum Hong ... Yuto Ishikawa Yuriko Harai Satoshi Kondo M. Mitsuishi Pierre Jannin 66 9 0 11 Feb 2022
CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea Segmentation Reuben Dorent Aaron Kujawa M. Ivory Spyridon Bakas Nicola Rieke ... Kai Yao Li Zhang Sebastien Ourselin J. Shapey Tom Vercauteren OOD 80 84 0 08 Jan 2022
Robust deep learning-based semantic organ segmentation in hyperspectral images Silvia Seidlitz Jiansheng Fang Jan Odenthal Berkin Özdemir Huazhu Fu ... Jiang-Dong Liu Martin Wagner Felix Nickel Beat P. Müller-Stich Lena Maier-Hein 81 11 0 09 Nov 2021
Real-time Instance Segmentation of Surgical Instruments using Attention and Multi-scale Feature Fusion Juan Carlos Angeles Ceron Gilberto Ochoa-Ruiz Leonardo Chang Sharib Ali 83 36 0 09 Nov 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 94 78 0 30 Sep 2021
The Power of Proxy Data and Proxy Networks for Hyper-Parameter Optimization in Medical Image Segmentation V. Nath Dong Yang Ali Hatamizadeh Anas Abidin Andriy Myronenko H. Roth Daguang Xu 44 5 0 12 Jul 2021
How can we learn (more) from challenges? A statistical approach to driving future algorithm development T. Ross Pierangela Bruno Annika Reinke Manuel Wiesenfarth Lisa Koeppel ... S. Moccia Francesco Calimeri Beat P. Müller-Stich A. Kopp-Schneider Lena Maier-Hein AAML 57 7 0 17 Jun 2021
The Medical Segmentation Decathlon Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani AnnetteKopp-Schneider ... Zhanwei Xu Yefeng Zheng Amber L. Simpson Lena Maier-Hein M. Jorge Cardoso OOD 127 1,004 0 10 Jun 2021
Semantic segmentation of multispectral photoacoustic images using deep learning Melanie Schellenberg Kris K. Dreher Niklas Holzwarth Hyunjin Park Annika Reinke Nicholas Schreck A. Seitel M. Tizabi Lena Maier-Hein J. Gröhl 95 32 0 20 May 2021
Assessing YOLACT++ for real time and robust instance segmentation of medical instruments in endoscopic procedures Juan Carlos Angeles Ceron Leonardo Chang Gilberto Ochoa-Ruiz Sharib Ali 38 19 0 30 Mar 2021
Photoacoustic image synthesis with generative adversarial networks Melanie Schellenberg J. Gröhl Kris K. Dreher Jan-Hinrich Nolke Niklas Holzwarth M. Tizabi A. Seitel Lena Maier-Hein GAN MedIm 142 19 0 29 Mar 2021
MIcro-Surgical Anastomose Workflow recognition challenge report Arnaud Huaulmé Duygu Sarikaya Kévin Le Mut Fabien Despinoy Yonghao Long ... Pablo Arbelaez Wolfgang Reiter M. Mitsuishi K. Harada Pierre Jannin 59 36 0 24 Mar 2021
pymia: A Python package for data handling and evaluation in deep learning-based medical image analysis Alain Jungo Olivier Scheidegger Mauricio Reyes F. Balsiger 70 39 0 07 Oct 2020
Heidelberg Colorectal Data Set for Surgical Data Science in the Sensor Operating Room Lena Maier-Hein M. Wagner T. Ross Annika Reinke S. Bodenstedt ... M. Apitz Annette Kopp-Schneider Stefanie Speidel H. Kenngott Beat P. Müller-Stich 105 85 0 07 May 2020
Autoencoders for Unsupervised Anomaly Segmentation in Brain MR Images: A Comparative Study Christoph Baur Stefan Denner Benedikt Wiestler Shadi Albarqouni Nassir Navab OOD 106 294 0 07 Apr 2020
Robust Medical Instrument Segmentation Challenge 2019 T. Ross Annika Reinke Peter M. Full M. Wagner H. Kenngott ... Lei Zhu Manuel Wiesenfarth A. Kopp-Schneider Beat P. Müller-Stich Lena Maier-Hein 106 44 0 23 Mar 2020
The state of the art in kidney and kidney tumor segmentation in contrast-enhanced CT imaging: Results of the KiTS19 Challenge N. Heller Hyunjin Park Klaus H. Maier-Hein X. Hou Chunmei Xie ... S. Peterson A. Kalapara N. Sathianathen Nikolaos Papanikolopoulos C. Weight 71 493 0 02 Dec 2019
BIAS: Transparent reporting of biomedical image analysis challenges Lena Maier-Hein Annika Reinke Michal Kozubek Anne L. Martel Tal Arbel ... Sinan Onogur Julio Saez-Rodriguez Bram van Ginneken A. Kopp-Schneider Bennett Landman 64 108 0 09 Oct 2019
The Liver Tumor Segmentation Benchmark (LiTS) Patrick Bilic P. Christ Hongwei Bran Li Eugene Vorontsov Avi Ben-Cohen ... L. Soler Bram van Ginneken H. Greenspan Leo Joskowicz Bjoern Menze 225 1,037 0 13 Jan 2019