Faisal Mahmood
- Scaling Vision Transformers to Gigapixel Images via Hierarchical Self-Supervised Learning
2022/06/06 by Richard J. Chen, Chengkuan Chen, Chen, Richard J. +11 · 56 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Medicine · #Cell Image Analysis Techniques #AI in cancer detection #Radiomics and Machine Learning in Medical Imaging
- Multimodal Whole Slide Foundation Model for Pathology
2024/11/29 by Tong Ding, Sophia J. Wagner, Ding, Tong +43 · 51 citations
Medicine · Computer Science · #Radiomics and Machine Learning in Medical Imaging #AI in cancer detection
- Pathomic Fusion: An Integrated Framework for Fusing Histopathology and Genomic Features for Cancer Diagnosis and Prognosis
2019/12/18 by Richard J. Chen, Ming Y. Lu, Chen, Richard J. +11 · 15 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Medicine · #AI in cancer detection #Cancer Genomics and Diagnostics #Computer Vision and Pattern Recognition (cs.CV) #FOS: Biological sciences #FOS: Computer and information sciences #Genomics (q-bio.GN) #Radiomics and Machine Learning in Medical Imaging #Tissues and Organs (q-bio.TO)
- HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis
2024/06/23 by Guillaume Jaume, Paul Doucet, Jaume, Guillaume +19 · 34 citations
Biochemistry, Genetics and Molecular Biology · #Cancer-related molecular mechanisms research #Molecular Biology Techniques and Applications #Gene expression and cancer classification
- Quantifying & Modeling Multimodal Interactions: An Information Decomposition Framework
2023/02/23 by Paul Pu Liang, Yun Cheng, Liang, Paul Pu +19 · 21 citations
Computer Science · #Topic Modeling #Machine Learning in Healthcare #Explainable Artificial Intelligence (XAI)
- Morphological Prototyping for Unsupervised Slide Representation Learning in Computational Pathology
2024/05/19 by Andrew H. Song, Richard J. Chen, Song, Andrew H. +9 · 21 citations
Computer Science · #AI in cancer detection #Applications (stat.AP) #Computer Vision and Pattern Recognition (cs.CV) #Digital Imaging for Blood Diseases #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Accelerating Data Processing and Benchmarking of AI Models for Pathology
2025/02/10 by J. Andrew Zhang, Zhang, Andrew, Guillaume Jaume +7 · 25 citations
Computer Science · Medicine · #AI in cancer detection #Radiomics and Machine Learning in Medical Imaging
- Molecular-driven Foundation Model for Oncologic Pathology
2025/01/28 by Anurag Vaidya, Vaidya, Anurag, Andrew Zhang +33 · 21 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Genetics, Bioinformatics, and Biomedical Research #Computational Drug Discovery Methods
- Federated Learning for Computational Pathology on Gigapixel Whole Slide\n Images
2020/09/21 by Ming Y. Lu, Dehan Kong, Lu, Ming Y. +13 · 5 citations
Computer Science · Medicine · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Radiomics and Machine Learning in Medical Imaging #Tissues and Organs (q-bio.TO) #electronic engineering #information engineering
- Towards a Visual-Language Foundation Model for Computational Pathology
2023/07/24 by Ming Y. Lu, Bowen Chen, Lu, Ming Y. +23 · 6 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #AI in cancer detection #Artificial Intelligence (cs.AI) #Biomedical Text Mining and Ontologies #Computer Vision and Pattern Recognition (cs.CV) #Digital Imaging for Blood Diseases #FOS: Computer and information sciences
- Deep Learning and Conditional Random Fields-based Depth Estimation and\n Topographical Reconstruction from Conventional Endoscopy
2017/10/30 by Faisal Mahmood, Nicholas J. Durr, Mahmood, Faisal +1 · 3 citations
Computer Science · Medicine · #Advanced Image and Video Retrieval Techniques #Colorectal Cancer Screening and Detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques
- Embedding Space Augmentation for Weakly Supervised Learning in Whole-Slide Images
2022/10/31 by Imaad Zaffar, Guillaume Jaume, Zaffar, Imaad +5 · 3 citations
Computer Science · #AI in cancer detection #Advanced Vision and Imaging #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #I.4.0 #I.5.4
- Evidence-based diagnostic reasoning with multi-agent copilot for human pathology
2025/06/26 by Chen, Chengkuan, Drew F. K. Williamson, Weishaupt, Luca L. +15 · 8 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #Topic Modeling
- A Foundational Multimodal Vision Language AI Assistant for Human Pathology
2023/12/13 by Ming Y. Lu, Lu, Ming Y., Bowen Chen +19 · 2 citations
Medicine · Computer Science · #Artificial Intelligence in Healthcare and Education #Topic Modeling #AI in cancer detection
- Do Multiple Instance Learning Models Transfer?
2025/06/10 by Daniel Shao, Richard J. Chen, Shao, Daniel +11 · 7 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #AI in cancer detection #Medical Image Segmentation Techniques #Cell Image Analysis Techniques
- Deep Adversarial Training for Multi-Organ Nuclei Segmentation in\n Histopathology Images
2018/09/29 by Faisal Mahmood, Mahmood, Faisal, Daniel Borders +11 · 1 citation
Computer Science · Medicine · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #Digital Imaging for Blood Diseases #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging
- Deep Learning-based Frozen Section to FFPE Translation
2021/07/25 by Kutsev Bengisu Ozyoruk, Ozyoruk, Kutsev Bengisu, Sermet Can +26 · 1 citation
Computer Science · Medicine · #AI in cancer detection #Radiomics and Machine Learning in Medical Imaging #Colorectal Cancer Screening and Detection
- GANPOP: Generative Adversarial Network Prediction of Optical Properties\n from Single Snapshot Wide-field Images
2019/06/12 by Mason T. Chen, Chen, Mason T., Faisal Mahmood +5 · 1 citation
Medicine · Engineering · #Optical Imaging and Spectroscopy Techniques #Infrared Thermography in Medicine #Photoacoustic and Ultrasonic Imaging
- A Foundation Model for Spatial Proteomics
2025/06/03 by Muhammad Shaban, Yuzhou Chang, Shaban, Muhammad +113 · 4 citations
Biochemistry, Genetics and Molecular Biology · #Advanced Fluorescence Microscopy Techniques #Artificial Intelligence (cs.AI) #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Single-cell and spatial transcriptomics
- A multimodal whole-slide foundation model for pathology
2025/11/01 by Tong Ding, Sophia J. Wagner, Andrew H. Song +26 · 1 voice · 2 citations
Computer Science · #AI in cancer detection #Multimodal Machine Learning Applications #Generative Adversarial Networks and Image Synthesis
- AI-driven 3D Spatial Transcriptomics
2025/02/25 by Cristina Almagro-Pérez, Andrew H. Song, Almagro-Pérez, Cristina +29 · 2 citations
Biochemistry, Genetics and Molecular Biology · #Applications (stat.AP) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Single-cell and spatial transcriptomics