UNet++: A Nested U-Net Architecture for Medical Image Segmentation

• BanffNET, a Deep Learning System for Comprehensive Histological Lesion Quantification in Kidney Transplant Biopsies

  2026 medRxiv preprint Computer Science AI in cancer detection Open access

  2

  citations
• Multiscale segmentation using hierarchical phase-contrast tomography and deep learning

  2026 PLoS Computational Biology article Computer Science Medical Image Segmentation Techniques Open access

  3

  citations
• Efficient and Scalable AIxeleration of Reactive CFD Solvers Coupled with Deep Learning Inference on Heterogeneous Architectures

  2025 conference-paper Computer Science Parallel Computing and Optimization Techniques Open access

  2

  citations
• Bridging gaps with computer vision: AI in (bio)medical imaging and astronomy

  2024 Astronomy and Computing article Computer Science Advanced Neural Network Applications Open access

  9

  citations
• Deep learning for 3D vascular segmentation in hierarchical phase contrast tomography: a case study on kidney

  2024 Scientific Reports article Computer Science Medical Image Segmentation Techniques Open access cited by 1 patent

  25

  citations
• Medical Image Segmentation Review: The Success of U-Net

  2024 IEEE Transactions on Pattern Analysis and Machine Intelligence article Computer Science Medical Image Segmentation Techniques cited by 1 patent

  925

  citations
• Generating synthetic computed tomography for radiotherapy: SynthRAD2023 challenge report

  2024 Medical Image Analysis article Physics and Astronomy Advanced Radiotherapy Techniques Open access cited by 1 patent

  69

  citations
• Accelerated semantic segmentation of additively manufactured metal matrix composites: Generating datasets, evaluating convolutional and transformer models, and developing the MicroSegQ+ Tool

  2024 Expert Systems with Applications article Computer Science Advanced Neural Network Applications

  13

  citations
• Knee Bone Models From Ultrasound

  2023 IEEE Transactions on Ultrasonics Ferroelectrics and Frequency Control article Computer Science Medical Image Segmentation Techniques Open access

  8

  citations
• Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation

  2023 IEEE International Symposium on Biomedical Imaging (ISBI) conference-paper Computer Science Medical Image Segmentation Techniques

  84

  citations
• UCITransNet: A Deep Neural Model with FC-CRFs and Object-Level Data Augmentation for Cell Instance Segmentation

  2023 IEEE International Symposium on Biomedical Imaging (ISBI) conference-paper Computer Science AI in cancer detection

  1

  citations
• HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation

  2023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) conference-paper Computer Science Medical Image Segmentation Techniques

  526

  citations
• TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation Model

  2022 IEEE Access article Computer Science Medical Image Segmentation Techniques Open access

  144

  citations
• TransDeepLab: Convolution-Free Transformer-Based DeepLab v3+ for Medical Image Segmentation

  2022 Lecture notes in computer science conference-paper Computer Science Medical Image Segmentation Techniques cited by 1 patent

  169

  citations
• Automated major psoas muscle volumetry in computed tomography using machine learning algorithms

  2021 International Journal of Computer Assisted Radiology and Surgery article Computer Science Medical Image Segmentation Techniques Open access

  6

  citations
• Deep Frequency Re-calibration U-Net for Medical Image Segmentation

  2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) conference-paper Computer Science Medical Image Segmentation Techniques cited by 1 patent

  61

  citations
• Quantitative Comparison of Deep Learning-Based Image Reconstruction Methods for Low-Dose and Sparse-Angle CT Applications

  2021 Journal of Imaging article Medicine Medical Imaging Techniques and Applications Open access

  53

  citations

17 results