Transferable Visual Words: Exploiting the Semantics of Anatomical Patterns for Self-supervised Learning F Haghighi, MRH Taher, Z Zhou, MB Gotway, J Liang IEEE Transactions on Medical Imaging 40 (10), 2857-2868, 2021 | 92 | 2021 |
Dira: Discriminative, restorative, and adversarial learning for self-supervised medical image analysis F Haghighi, MRH Taher, MB Gotway, J Liang The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022 | 69 | 2022 |
Learning Semantics-enriched Representation via Self-discovery, Self-classification, and Self-restoration F Haghighi, MRH Taher, Z Zhou, MB Gotway, J Liang International Conference on Medical Image Computing and Computer Assisted …, 2020 | 69 | 2020 |
A Systematic Benchmarking Analysis of Transfer Learning for Medical Image Analysis MRH Taher, F Haghighi, R Feng, MB Gotway, J Liang International Conference on Medical Image Computing and Computer Assisted …, 2021 | 64* | 2021 |
CAiD: Context-Aware Instance Discrimination for Self-supervised Learning in Medical Imaging MRH Taher, F Haghighi, MB Gotway, J Liang Medical Imaging with Deep Learning, 2022 | 38 | 2022 |
Benchmarking and Boosting Transformers for Medical Image Classification DA Ma, MR Hosseinzadeh Taher, J Pang, NUI Islam, F Haghighi, ... MICCAI Workshop on Domain Adaptation and Representation Transfer, 12-22, 2022 | 13 | 2022 |
Self-supervised learning for medical image analysis: Discriminative, restorative, or adversarial? F Haghighi, MRH Taher, MB Gotway, J Liang Medical Image Analysis, 103086, 2024 | 5 | 2024 |
POPAR: Patch Order Prediction and Appearance Recovery for Self-supervised Medical Image Analysis J Pang, F Haghighi, DA Ma, NU Islam, MR Hosseinzadeh Taher, ... MICCAI Workshop on Domain Adaptation and Representation Transfer, 77-87, 2022 | 5 | 2022 |
Self-supervised Learning for Segmentation and Quantification of Dopamine Neurons in Parkinson's Disease F Haghighi, S Ghosh, H Ngu, S Chu, H Lin, M Hejrati, B Bingol, ... Transactions on Machine Learning Research, 2023 | 2* | 2023 |
Systems, methods, and apparatuses for implementing transferable visual words by exploiting the semantics of anatomical patterns for self-supervised learning F Haghighi, MRH Taher, Z Zhou, J Liang US Patent App. 17/676,134, 2022 | 2 | 2022 |
Systems, methods, and apparatuses for implementing self-supervised domain-adaptive pre-training via a transformer for use with medical image classification DA Ma, J Pang, NU Islam, MRH Taher, F Haghighi, J Liang US Patent App. 18/126,318, 2023 | 1 | 2023 |
Systems, methods, and apparatuses for learning semantics-enriched representations via self-discovery, self-classification, and self-restoration in the context of medical imaging F Haghighi, MRH Taher, Z Zhou, J Liang US Patent 11,763,952, 2023 | | 2023 |
SYSTEMS, METHODS, AND APPARATUSES FOR IMPLEMENTING DISCRIMINATIVE, RESTORATIVE, AND ADVERSARIAL (DiRA) LEARNING FOR SELF-SUPERVISED MEDICAL IMAGE ANALYSIS F Haghighi, MRH Taher, J Liang US Patent App. 18/111,136, 2023 | | 2023 |
SYSTEMS, METHODS, AND APPARATUSES FOR IMPLEMENTING A SELF-SUPERVISED LEARNING FRAMEWORK FOR EMPOWERING INSTANCE DISCRIMINATION IN MEDICAL IMAGING USING CONTEXT-AWARE INSTANCE … MR Hosseinzadeh Taher, F Haghighi, J Liang US Patent App. 18/085,145, 2023 | | 2023 |
Systems, methods, and apparatuses for implementing systematic benchmarking analysis to improve transfer learning for medical image analysis MRH Taher, F Haghighi, R Feng, J Liang US Patent App. 17/961,896, 2023 | | 2023 |
Self-supervised Learning for Cell Segmentation and Quantification in Digital Pathology Images F Haghighi, H Ngu, M Hejrati, S Chu, H Lin, S Hashemifar | | 2022 |
Systems, methods, and apparatuses for implementing a self-supervised chest x-ray image analysis machine-learning model utilizing transferable visual words MRH Taher, F Haghighi, J Liang US Patent 11,436,725, 2022 | | 2022 |
Systems, methods, and apparatuses for the use of transferable visual words for ai models through self-supervised learning in the absence of manual labeling for the processing … F Haghighi, MRH Taher, Z Zhou, J Liang US Patent App. 17/246,032, 2021 | | 2021 |