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Brain Tumor Segmentation with Deep Neural Networks

13 May 2015

Aaron Courville

Papers citing "Brain Tumor Segmentation with Deep Neural Networks"

50 / 359 papers shown

Title
From Healthy Scans to Annotated Tumors: A Tumor Fabrication Framework for 3D Brain MRI Synthesis Nayu Dong T. Chowdhury Hieu Phan M. Jenkinson Johan Verjans Zhibin Liao MedIm 180 0 0 23 Nov 2025
HEAL: Learning-Free Source Free Unsupervised Domain Adaptation for Cross-Modality Medical Image Segmentation Yulong Shi Jiapeng Li Lin Qi MedIm 116 0 0 22 Nov 2025
Generative Adversarial Synthesis and Deep Feature Discrimination of Brain Tumor MRI Images Md Sumon Ali Muzammil Behzad GAN MedIm 148 0 0 03 Nov 2025
S $^3$ F-Net: A Multi-Modal Approach to Medical Image Classification via Spatial-Spectral Summarizer Fusion Network Md. Saiful Bari Siddiqui Mohammed Imamul Hassan Bhuiyan MedIm 63 0 0 27 Sep 2025
No Modality Left Behind: Adapting to Missing Modalities via Knowledge Distillation for Brain Tumor Segmentation Shenghao Zhu Yifei Chen Weihong Chen Shuo Jiang Guanyu Zhou Yuanhan Wang F. Qin Changmiao Wang Qiyuan Tian 78 1 0 18 Sep 2025
DinoAtten3D: Slice-Level Attention Aggregation of DinoV2 for 3D Brain MRI Anomaly Classification Fazle Rafsani Jay Shah C. Chong T. Schwedt Teresa Wu 92 0 0 15 Sep 2025
Building a General SimCLR Self-Supervised Foundation Model Across Neurological Diseases to Advance 3D Brain MRI Diagnoses Emily Kaczmarek Justin Szeto Brennan Nichyporuk Tal Arbel MedIm 64 0 0 12 Sep 2025
Topology preserving Image segmentation using the iterative convolution-thresholding method Lingyun Deng Litong Liu Dong Wang Xiao-Ping Wang 94 0 0 22 Mar 2025
MAD-AD: Masked Diffusion for Unsupervised Brain Anomaly DetectionInformation Processing in Medical Imaging (IPMI), 2025 Farzad Beizaee Gregory A. Lodygensky Christian Desrosiers Jose Dolz DiffM MedIm 527 3 0 24 Feb 2025
Deep Distance Map Regression Network with Shape-aware Loss for Imbalanced Medical Image Segmentation Huiyu Li Xiabi Liu Said Boumaraf Xiaopeng Gong Donghai Liao Xiaohong Ma 3DV MedIm 238 11 0 17 Jan 2025
Multimodal 3D Brain Tumor Segmentation with Adversarial Training and Conditional Random FieldAnnual Conference on Medical Image Understanding and Analysis (MIUA), 2024 Lan Jiang Yuchao Zheng Miao Yu Haiqing Zhang Fatemah Aladwani Alessandro Perelli MedIm 206 0 0 21 Nov 2024
Domain Aware Multi-Task Pretraining of 3D Swin Transformer for T1-weighted Brain MRIAsian Conference on Computer Vision (ACCV), 2024 Jonghun Kim Mansu Kim Hyunjin Park MedIm ViT 107 1 0 01 Oct 2024
LoRKD: Low-Rank Knowledge Decomposition for Medical Foundation Models Haolin Li Yuhang Zhou Ziheng Zhao Siyuan Du Jiangchao Yao Weidi Xie Ya Zhang Yanfeng Wang 195 2 0 29 Sep 2024
multiPI-TransBTS: A Multi-Path Learning Framework for Brain Tumor Image Segmentation Based on Multi-Physical Information Hongjun Zhu Jiaohang Huang Kuo Chen Xuehui Ying Ying Qian MedIm 120 2 0 18 Sep 2024
MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learningInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024 Hwihun Jeong S. Chun Jongho Lee 212 3 0 16 Sep 2024
CAF-YOLO: A Robust Framework for Multi-Scale Lesion Detection in Biomedical ImageryIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024 Zilin Chen Shengnan Lu MedIm 145 11 0 04 Aug 2024
PASSION: Towards Effective Incomplete Multi-Modal Medical Image Segmentation with Imbalanced Missing Rates Junjie Shi Caozhi Shang Zhaobin Sun Li Yu Xin Yang Zengqiang Yan 168 18 0 20 Jul 2024
Multimodal Data Integration for Precision Oncology: Challenges and Future Directions Huajun Zhou Fengtao Zhou Chenyu Zhao Yingxue Xu Luyang Luo Hao Chen 256 18 0 28 Jun 2024
IterMask2: Iterative Unsupervised Anomaly Segmentation via Spatial and Frequency Masking for Brain Lesions in MRI Ziyun Liang Xiaoqing Guo J. A. Noble Konstantinos Kamnitsas 188 8 0 04 Jun 2024
Analysis of the BraTS 2023 Intracranial Meningioma Segmentation ChallengeMachine Learning for Biomedical Imaging (MLBI), 2024 D. Labella Ujjwal Baid O. Khanna Shan McBurney-Lin Ryan McLean ... A. Abouelatta Tanvir Rizvi Klara Willms Dann C. Martin Abdullah Okar 171 15 0 16 May 2024
Discrepancy-based Diffusion Models for Lesion Detection in Brain MRI Keqiang Fan Xiaohao Cai M. Niranjan MedIm DiffM 231 2 0 08 May 2024
A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and Cross-Slice Attention Amarjeet Kumar Hongxu Jiang Muhammad Imran Cyndi Valdes Gabriela Leon Dahyun Kang Parvathi Nataraj Yuyin Zhou Michael D. Weiss Wei Shao 206 22 0 30 Apr 2024
Optimizing Universal Lesion Segmentation: State Space Model-Guided Hierarchical Networks with Feature Importance Adjustment Kazi Shahriar Sanjid Md. Tanzim Hossain Md. Shakib Shahariar Junayed M. M. Uddin Mamba 151 2 0 26 Apr 2024
Integration of Federated Learning and Blockchain in Healthcare: A Tutorial Yahya Shahsavari O. A. Dambri Yaser Baseri A. Hafid Dimitrios Makrakis OOD 221 6 0 15 Apr 2024
A Deep Learning Approach for Brain Tumor Classification and Segmentation Using a Multiscale Convolutional Neural Network F. Pernas M. Martínez-Zarzuela M. Antón-Rodríguez D. G. Ortega 179 401 0 04 Feb 2024
Few-shot learning for COVID-19 Chest X-Ray Classification with Imbalanced Data: An Inter vs. Intra Domain Study Alejandro Galán-Cuenca Antonio Javier Gallego Marcelo Saval-Calvo A. Pertusa 114 10 0 18 Jan 2024
Learning-Based Difficulty Calibration for Enhanced Membership Inference AttacksEuropean Symposium on Security and Privacy (EuroS&P), 2024 Haonan Shi Ouyang Tu An Wang 228 4 0 10 Jan 2024
Integrating Edges into U-Net Models with Explainable Activation Maps for Brain Tumor Segmentation using MR Images Subin Sahayam Umarani Jayaraman 180 4 0 02 Jan 2024
A Semantic Space is Worth 256 Language Descriptions: Make Stronger Segmentation Models with Descriptive Properties Junfei Xiao Ziqi Zhou Wenxuan Li Shiyi Lan Jieru Mei Zhiding Yu Yaoyao Liu Yuyin Zhou Cihang Xie VLM 164 1 0 21 Dec 2023
A Two-Stage Generative Model with CycleGAN and Joint Diffusion for MRI-based Brain Tumor DetectionIEEE journal of biomedical and health informatics (IEEE JBHI), 2023 Wenxin Wang Zhuoxu Cui Guanxu Cheng Chentao Cao Xi Xu Ziwei Liu Haifeng Wang Yulong Qi Dong Liang Yanjie Zhu MedIm 103 11 0 06 Nov 2023
Acquiring Weak Annotations for Tumor Localization in Temporal and Volumetric DataMachine Intelligence Research (MIR), 2023 Yu-Cheng Chou Bowen Li Deng-Ping Fan Yaoyao Liu Zongwei Zhou MedIm 306 6 0 23 Oct 2023
Weakly Supervised Semantic Segmentation by Knowledge Graph InferenceEngineering applications of artificial intelligence (Eng. Appl. Artif. Intell.), 2023 Jia Zhang Bo Peng Xi Wu 235 5 0 25 Sep 2023
Performance Analysis of UNet and Variants for Medical Image Segmentation Walid Ehab Yongmin Li SSeg 121 5 0 22 Sep 2023
Segment Anything Model for Brain Tumor Segmentation Peng Zhang Yaping Wang VLM 116 9 0 15 Sep 2023
ReFuSeg: Regularized Multi-Modal Fusion for Precise Brain Tumour Segmentation Aditya Kasliwal Sankarshanaa Sagaram Laven Srivastava Pratinav Seth Adil A. Khan MedIm 110 1 0 26 Aug 2023
Exploring Transfer Learning in Medical Image Segmentation using Vision-Language ModelsInternational Conference on Medical Imaging with Deep Learning (MIDL), 2023 K. Poudel Manish Dhakal Prasiddha Bhandari Rabin Adhikari Safal Thapaliya Bishesh Khanal VLM 401 26 0 15 Aug 2023
Prototype-Driven and Multi-Expert Integrated Multi-Modal MR Brain Tumor Image SegmentationIEEE Transactions on Instrumentation and Measurement (IEEE Trans. Instrum. Meas.), 2023 Yafei Zhang Zhiyuan Li Huafeng Li Dapeng Tao 156 3 0 22 Jul 2023
Computational Modeling of Deep Multiresolution-Fractal Texture and Its Application to Abnormal Brain Tissue Segmentation A. Temtam Linmin Pei Khan M. Iftekharuddin 189 0 0 07 Jun 2023
Diagnosis and Prognosis of Head and Neck Cancer Patients using Artificial Intelligence I. Sobirov 123 0 0 31 May 2023
Squeeze Excitation Embedded Attention UNet for Brain Tumor Segmentation G. Prasanna John Rohit Ernest G. Lalitha Sathiya Narayanan 126 4 0 13 May 2023
Multiclass MRI Brain Tumor Segmentation using 3D Attention-based U-Net Maryann M. Gitonga 174 5 0 10 May 2023
Breast Cancer Immunohistochemical Image Generation: a Benchmark Dataset and Challenge Review Chuang Zhu Shengjie Liu Zekuan Yu Fengjuan Xu Arpit Aggarwal ... Vivek Kumar Singh Farhan Akram Md. Mostafa Kamal Sarker Z. Shi M. Jin 109 10 0 05 May 2023
Raidionics: an open software for pre- and postoperative central nervous system tumor segmentation and standardized reportingScientific Reports (Sci Rep), 2023 D. Bouget Demah Alsinan V. Gaitan Ragnhild Holden Helland André Pedersen O. Solheim Ingerid Reinertsen 129 15 0 28 Apr 2023
Brain tumor multi classification and segmentation in MRI images using deep learning Belal Amin Romario Sameh Samir Youssef Tarek M. Ahmed R. Ibrahim Manar Ahmed Mohamed Hassan 80 7 0 20 Apr 2023
Unsupervised Brain Tumor Segmentation with Image-based Prompts Xinru Zhang N. Ou Chenghao Liu Z. Zhuo Yao Liu Chuyang Ye VLM 114 2 0 04 Apr 2023
Medical Image Analysis using Deep Relational Learning Zhi-Hu Liu MedIm 142 0 0 28 Mar 2023
Multimodal and multicontrast image fusion via deep generative modelsInformation Fusion (Inf. Fusion), 2022 Giovanna Maria Dimitri Simeon E. Spasov A. Duggento L. Passamonti Pietro Lio N. Toschi MedIm 218 32 0 28 Mar 2023
DOMINO: Domain-aware Loss for Deep Learning Calibration Skylar E. Stolte Kyle Volle A. Indahlastari Alejandro Albizu A. Woods Kevin Brink Matthew Hale R. Fang MedIm 78 1 0 10 Feb 2023
Enhancing Modality-Agnostic Representations via Meta-Learning for Brain Tumor SegmentationIEEE International Conference on Computer Vision (ICCV), 2023 Aishik Konwer Xiaoling Hu Joseph Bae Xuanang Xu Chaoyu Chen Prateek Prasanna 156 22 0 08 Feb 2023
Pixel Relationships-based Regularizer for Retinal Vessel Image Segmentation Lukman Hakim Takio Kurita 106 1 0 28 Dec 2022