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Deep learning-based glomerulus detection and classification with generative morphology augmentation in renal pathology images

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Authors: Chia-Feng Juang | Ya-Wen Chuang | Guan-Wen Lin | I-Fang Chung | Ying-Chih Lo

Unsupervised classification of multi-contrast magnetic resonance histology of peripheral arterial disease lesions using a convolutional variational autoencoder with a Gaussian mixture model in latent space: A technical feasibility study

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Authors: Judit Csore | Trisha L. Roy | Graham Wright | Christof Karmonik

GNN-based structural information to improve DNN-based basal ganglia segmentation in children following early brain lesion

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Authors: Patty Coupeau | Jean-Baptiste Fasquel | Lucie Hertz-Pannier | Mickaël Dinomais

CAVE: Cerebral artery–vein segmentation in digital subtraction angiography

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Authors: Ruisheng Su | P. Matthijs van der Sluijs | Yuan Chen | Sandra Cornelissen | Ruben van den Broek | Wim H. van Zwam | Aad van der Lugt | Wiro J. Niessen | Danny Ruijters | Theo van Walsum

3DFRINet: A Framework for the Detection and Diagnosis of Fracture Related Infection in Low Extremities Based on 18F-FDG PET/CT 3D Images

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Authors: Chengfan Li | Liangbing Nie | Zhenkui Sun | Xuehai Ding | Quanyong Luo | Chentian Shen

Weakly-supervised preclinical tumor localization associated with survival prediction from lung cancer screening Chest X-ray images

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Research funded by National Cancer Institute (NLST-723) | Australian Research Council (DP180103 232,FT190100525)

Authors: Renato Hermoza | Jacinto C. Nascimento | Gustavo Carneiro

Advancing post-traumatic seizure classification and biomarker identification: Information decomposition based multimodal fusion and explainable machine learning with missing neuroimaging data

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Research funded by National Institute of Neurological Disorders and Stroke (R01NS111744)

Authors: Md Navid Akbar | Sebastian F. Ruf | Ashutosh Singh | Razieh Faghihpirayesh | Rachael Garner | Alexis Bennett | Celina Alba | Marianna La Rocca | Tales Imbiriba | Deniz Erdoğmuş | Dominique Duncan

Towards a unified approach for unsupervised brain MRI Motion Artefact Detection with few shot Anomaly Detection

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Authors: Niamh Belton | Misgina Tsighe Hagos | Aonghus Lawlor | Kathleen M. Curran

CardSegNet: An adaptive hybrid CNN-vision transformer model for heart region segmentation in cardiac MRI

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Research funded by Isfahan University of Medical Sciences (3400806,IR.MUI.REC.1400.067)

Authors: Hamed Aghapanah | Reza Rasti | Saeed Kermani | Faezeh Tabesh | Hossein Yousefi Banaem | Hamidreza Pour Aliakbar | Hamid Sanei | William Paul Segars

W-DRAG: A joint framework of WGAN with data random augmentation optimized for generative networks for bone marrow edema detection in dual energy CT

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Authors: Chunsu Park | Jeong-Woon Kang | Doen-Eon Lee | Wookon Son | Sang-Min Lee | Chankue Park | MinWoo Kim

Deep local-to-global feature learning for medical image super-resolution

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Authors: Wenfeng Huang | Xiangyun Liao | Hao Chen | Ying Hu | Wenjing Jia | Qiong Wang

Semantically redundant training data removal and deep model classification performance: A study with chest X-rays

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Authors: Sivaramakrishnan Rajaraman | Ghada Zamzmi | Feng Yang | Zhaohui Liang | Zhiyun Xue | Sameer Antani

Global contextual representation via graph-transformer fusion for hepatocellular carcinoma prognosis in whole-slide images

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Authors: Luyu Tang | Songhui Diao | Chao Li | Miaoxia He | Kun Ru | Wenjian Qin

Hybrid dual mean-teacher network with double-uncertainty guidance for semi-supervised segmentation of magnetic resonance images

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Research funded by National Health and Medical Research Council (APP1156394)

Authors: Jiayi Zhu | Bart Bolsterlee | Brian V.Y. Chow | Yang Song | Erik Meijering

Cross-modality cerebrovascular segmentation based on pseudo-label generation via paired data

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Research funded by Capital Medical University (2020009)

Authors: Zhanqiang Guo | Jianjiang Feng | Wangsheng Lu | Yin Yin | Guangming Yang | Jie Zhou

A novel approach for estimating lung tumor motion based on dynamic features in 4D-CT

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Research funded by Hunan Provincial Natural Science Foundation (2022JJ70072,2021JJ30433,2023JJ50014) | National Natural Science Foundation of China (11802348) | Central South University (2022111354)

Authors: Ye-Jun Gong | Yue-Ke Li | Rongrong Zhou | Zhan Liang | Yingying Zhang | Tingting Cheng | Zi-Jian Zhang

Sub-features orthogonal decoupling: Detecting bone wall absence via a small number of abnormal examples for temporal CT images

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Research funded by Beijing Municipal Commission of Education (KZ202210005007) | Beijing Postdoctoral Research Foundation (2023-ZZ-022) | National Natural Science Foundation of China (62371316,82171886,62276012,82302282,61931013) | Beijing Natural Science Foundation (L232113,L222026)

Authors: Xiaoguang Li | Yichao Zhou | Hongxia Yin | Pengfei Zhao | Ruowei Tang | Han Lv | Yating Qin | Li Zhuo | Zhenchang Wang

Distraction-aware hierarchical learning for vascular structure segmentation in intravascular ultrasound images

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Authors: Wenhao Zhong | Heye Zhang | Zhifan Gao | William Kongto Hau | Guang Yang | Xiujian Liu | Lin Xu

A deep learning-based pipeline for developing multi-rib shape generative model with populational percentiles or anthropometrics as predictors

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Research funded by National Natural Science Foundation of China (52102476)

Authors: Yuan Huang | Sven A. Holcombe | Stewart C. Wang | Jisi Tang

Leveraging a realistic synthetic database to learn Shape-from-Shading for estimating the colon depth in colonoscopy images

JOURNAL ARTICLE published July 2024 in Computerized Medical Imaging and Graphics

Authors: Josué Ruano | Martín Gómez | Eduardo Romero | Antoine Manzanera