Explainable Deep Learning Models in Medical Image Analysis

• Medical slice transformer for improved diagnosis and explainability on 3D medical images with DINOv2

  2025 Scientific Reports article Computer Science AI in cancer detection Open access cited by 1 patent

  23

  citations
• ECLAD: Extracting Concepts with Local Aggregated Descriptors

  2023 Pattern Recognition article Computer Science Explainable Artificial Intelligence (XAI)

  12

  citations
• Advances in medical image analysis with vision Transformers: A comprehensive review

  2023 Medical Image Analysis article Computer Science Medical Image Segmentation Techniques

  482

  citations
• Neuroimaging-based classification of PTSD using data-driven computational approaches: A multisite big data study from the ENIGMA-PGC PTSD consortium

  2023 NeuroImage article Psychology Posttraumatic Stress Disorder Research Open access

  22

  citations
• Vessel Delineation Using U-Net: A Sparse Labeled Deep Learning Approach for Semantic Segmentation of Histological Images

  2023 Cancers article Computer Science AI in cancer detection Open access

  9

  citations
• Explainable artificial intelligence (XAI) in radiology and nuclear medicine: a literature review

  2023 Frontiers in Medicine article Computer Science Explainable Artificial Intelligence (XAI) Open access

  104

  citations
• Multimodal Imaging-Based Classification of PTSD Using Data-Driven Computational Approaches: A Multisite Big Data Study from the ENIGMA-PGC PTSD Consortium

  2022 bioRxiv (Cold Spring Harbor Laboratory) preprint Psychology Posttraumatic Stress Disorder Research Open access

  0

  citations
• Revealing Unforeseen Diagnostic Image Features With Deep Learning by Detecting Cardiovascular Diseases From Apical 4‐Chamber Ultrasounds

  2022 Journal of the American Heart Association article Health Professions Artificial Intelligence in Healthcare Open access

  14

  citations

8 results