nnDetection: A Self-configuring Method for Medical Object Detection

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nnDetection: A Self-configuring Method for Medical Object Detection

1 June 2021

Michael Baumgartner

Klaus H. Maier-Hein

ArXiv (abs)PDF HTML Github (584★)

Papers citing "nnDetection: A Self-configuring Method for Medical Object Detection"

18 / 18 papers shown

Title
From Slices to Sequences: Autoregressive Tracking Transformer for Cohesive and Consistent 3D Lymph Node Detection in CT Scans Qinji Yu Yirui Wang K. Yan Dandan Zheng Dashan Ai ... N. Shen Xiaowei Ding Le Lu X. Ye Dakai Jin ViT MedIm 175 0 0 11 Mar 2025
A Unified Framework for Foreground and Anonymization Area Segmentation in CT and MRI Data Michal Nohel Constantin Ulrich Jonathan Suprijadi Tassilo Wald Klaus H. Maier-Hein 54 1 0 08 Jan 2025
AI in Lung Health: Benchmarking Detection and Diagnostic Models Across Multiple CT Scan Datasets F. I. Tushar Avivah Wang Lavsen Dahal Michael R. Harowicz Kyle J. Lafata Tina D. Tailor Joseph Y. Lo 83 4 0 07 May 2024
Effective Lymph Nodes Detection in CT Scans Using Location Debiased Query Selection and Contrastive Query Representation in Transformer Qinji Yu Yirui Wang K. Yan Haoshen Li Dazhou Guo ... Na Shen Qifeng Wang Xiaowei Ding X. Ye Dakai Jin MedIm 123 2 0 04 Apr 2024
Bridging the Gap Between Anchor-based and Anchor-free Detection via Adaptive Training Sample Selection Shifeng Zhang Cheng Chi Yongqiang Yao Zhen Lei Stan Z. Li ObjD 176 1,551 0 05 Dec 2019
3DFPN-HS $^2$ : 3D Feature Pyramid Network Based High Sensitivity and Specificity Pulmonary Nodule Detection Jingya Liu Liangliang Cao O. Akin Yingli Tian MedIm 56 36 0 08 Jun 2019
Improving RetinaNet for CT Lesion Detection with Dense Masks from Weak RECIST Labels Martin Zlocha Qi Dou Ben Glocker MedIm 62 107 0 05 Jun 2019
The KiTS19 Challenge Data: 300 Kidney Tumor Cases with Clinical Context, CT Semantic Segmentations, and Surgical Outcomes N. Heller N. Sathianathen A. Kalapara E. Walczak K. Moore ... M. Peterson Shaneabbas Raza S. Regmi Nikolaos Papanikolopoulos C. Weight 73 411 0 31 Mar 2019
A large annotated medical image dataset for the development and evaluation of segmentation algorithms Amber L. Simpson Michela Antonelli Spyridon Bakas Michel Bilello Keyvan Farahani ... M. McHugo S. Napel Eugene Vorontsov Lena Maier-Hein M. Jorge Cardoso 120 862 0 25 Feb 2019
Retina U-Net: Embarrassingly Simple Exploitation of Segmentation Supervision for Medical Object Detection Paul F. Jaeger Simon A. A. Kohl S. Bickelhaupt Fabian Isensee T. Kuder H. Schlemmer Klaus H. Maier-Hein SSeg 104 196 0 21 Nov 2018
Why rankings of biomedical image analysis competitions should be interpreted with care Lena Maier-Hein Matthias Eisenmann Annika Reinke Sinan Onogur Marko Stankovic ... Ching-Wei Wang M. Weber G. Zheng Pierre Jannin A. Kopp-Schneider 66 302 0 06 Jun 2018
S4ND: Single-Shot Single-Scale Lung Nodule Detection Naji Khosravan Ulas Bagci MedIm 42 107 0 06 May 2018
DeepLung: Deep 3D Dual Path Nets for Automated Pulmonary Nodule Detection and Classification Wentao Zhu Chaochun Liu Wei Fan Xiaohui Xie MedIm 54 379 0 25 Jan 2018
Automated Pulmonary Nodule Detection via 3D ConvNets with Online Sample Filtering and Hybrid-Loss Residual Learning Qi Dou Hao Chen Yueming Jin Huangjing Lin J. Qin Pheng-Ann Heng 56 160 0 13 Aug 2017
Accurate Pulmonary Nodule Detection in Computed Tomography Images Using Deep Convolutional Neural Networks Jia Ding Aoxue Li Zhiqiang Hu Liwei Wang MedIm 68 345 0 14 Jun 2017
YOLO9000: Better, Faster, Stronger Joseph Redmon Ali Farhadi VLM ObjD 183 15,660 0 25 Dec 2016
Validation, comparison, and combination of algorithms for automatic detection of pulmonary nodules in computed tomography images: the LUNA16 challenge A. Setio A. Traverso Thomas de Bel Moira S. N. Berens C. V. D. Bogaard ... Jef Vandemeulebroucke N. Walasek G. Zuidhof Bram van Ginneken Colin Jacobs 116 1,081 0 23 Dec 2016
A New 2.5D Representation for Lymph Node Detection using Random Sets of Deep Convolutional Neural Network Observations H. Roth Le Lu Ari Seff Kevin M. Cherry Joanne Hoffman Shijun Wang Jiamin Liu E. Turkbey Ronald M. Summers MedIm 83 544 0 06 Jun 2014