Publications


  • Mahbod A, Schaefer G, Dorffner G, Hatamikia S, Ecker R, Ellinger I, A dual decoder U-Net-based model for nuclei instance segmentation in hematoxylin and eosin-stained histological images, Frontiers in Medicine, November 2022 (Link)


  • Mahbod A, Ellinger I, Special Issue on "Advances in Skin Lesion Image Analysis Using Machine Learning Approaches", Diagnostics, August 2022 (Link)


  • Mahbod A, Entezari R, Ellinger I, Saukh O, Deep Neural Network Pruning for Nuclei Instance Segmentation in Hematoxylin & Eosin-Stained Histological Images, Applications of Medical AI workshop at MICCAI, September 2022 (Link)


  • Mahbod A, Schaefer G, Ecker R, Ellinger I, Automatic Foot Ulcer segmentation Using an Ensemble of Convolutional Neural Networks, 26th International Conference on Pattern Recognition (ICPR), August 2022 (Link)


  • Bancher B, Mahbod A, Ellinger I, Ecker R, Dorffner G, Improving Mask R-CNN for Nuclei Instance Segmentation in Hematoxylin & Eosin-Stained Histological Images, MICCAI Workshop on Computational Pathology, August 2021 (Link)


  • Verma R, …, Mahbod A, Ellinger I, Ecker R, …, Sethi A, MoNuSAC2020: A Multi-organ Nuclei Segmentation and Classification Challenge, IEEE Transactions on Medical Imaging, June 2021 (Link)


  • Mahbod A, Schaefer G, Low C, Dorffner G, Ecker R, Ellinger I, Investigating the Impact of the Bit Depth of Fluorescence-Stained Images on the Performance of Deep Learning-Based Nuclei Instance Segmentation, Diagnostics, May 2021 (Link)


  • Mahbod A, Schaefer G, Bancher B, Low C, Dorffner G, Ecker R, Ellinger I, CryoNuSeg: A Dataset for Nuclei Instance Segmentation of Cryosectioned H&E-Stained Histological Images, Computers in Biology and Medicine journal, March 2021 (Link)


  • Mahbod A, Schaefer G, Wang C, Dorffner G, Ecker R, Ellinger I, Transfer learning using a multi-scale and multi-network ensemble for skin lesion classification, March 2021(Link)


  • Mahbod A, Schaefer G, Ecker R, Ellinger I, Pollen Grain Microscopic Image Classification Using an Ensemble of Fine-Tuned Deep Convolutional Neural Networks, Artificial Intelligence for Healthcare Applications workshop at the 25th International Conference on Pattern Recognition (ICPR), February 2021 (Link)


  • Mahbod A, Schaefer G, Wang C, Ecker R, Dorffner G and Ellinger I, Investigating and Exploiting Image Resolution for Transfer Learning-based Skin Lesion Classification, 25th IEEE International Conference on Pattern Recognition (ICPR), Jan 2021 (Link)


  • Mahbod A, Tschandl P, Langs G, Ecker R, Ellinger I, The effects of skin lesion segmentation on the performance of dermatoscopic image classification, Computer Methods and Programs in Biomedicine, August 2020 (Link)


  • Mahbod A, Towards Improvement of Automated Segmentation and Classification of Tissues and Nuclei in Microscopic Images Using Deep Learning Approaches, PhD Thesis, Jan 2020 (Link)


  • Kumar N, …, Mahbod A, Schaefer G, Ellinger I, Ecker R, Smedby Ö, Wang C, …, Sethi A, A Multi-Organ Nucleus Segmentation Challenge, IEEE Transition on Medical Imaging. Oct 2019 (Link)


  • Mahbod A, Schaefer G, Ellinger I, Ecker R, Smedby Ö, Wang C. A Two-Stage U-Net Algorithm for Segmentation of Nuclei in H&E-Stained Tissues. 15th European Congress on Digital Pathology, pp. 75-82, Jan 2019 (Link)