Holistic and comprehensive annotation of clinically significant findings on diverse CT images: learning from radiology reports and label ontology

K Yan, Y Peng, V Sandfort, M Bagheri… - Proceedings of the …, 2019 - openaccess.thecvf.com
In radiologists' routine work, one major task is to read a medical image, eg, a CT scan, find
significant lesions, and describe them in the radiology report. In this paper, we study the …

Deep learning for skin cancer diagnosis with hierarchical architectures

C Barata, JS Marques - 2019 IEEE 16th International …, 2019 - ieeexplore.ieee.org
Skin lesions are organized in a hierarchical way, which is taken into account by
dermatologists when diagnosing them. However, automatic systems do not make use of this …

FAST-AID Brain: Fast and accurate segmentation tool using artificial intelligence developed for brain

MM Ghazi, M Nielsen - arXiv preprint arXiv:2208.14360, 2022 - arxiv.org
Medical images used in clinical practice are heterogeneous and not the same quality as
scans studied in academic research. Preprocessing breaks down in extreme cases when …

Visual diagnosis of dermatological disorders: human and machine performance

J Kawahara, G Hamarneh - arXiv preprint arXiv:1906.01256, 2019 - arxiv.org
Skin conditions are a global health concern, ranking the fourth highest cause of nonfatal
disease burden when measured as years lost due to disability. As diagnosing, or classifying …

Hierarchical brain parcellation with uncertainty

MS Graham, CH Sudre, T Varsavsky… - Uncertainty for Safe …, 2020 - Springer
Many atlases used for brain parcellation are hierarchically organised, progressively dividing
the brain into smaller sub-regions. However, state-of-the-art parcellation methods tend to …

System to collect and identify skin conditions from images and expert knowledge

A Abid, AJ Sanfiz, AR Lopez, ET Jarmain… - US Patent …, 2020 - Google Patents
Systems, methods, and storage media for automatically identifying skin conditions based on
images and other data using machine learning methods and algorithms that encode expert …

System to collect and identify skin conditions from images and expert knowledge

A Abid, AJ Sanfiz, AR Lopez, ET Jarmain… - US Patent …, 2024 - Google Patents
Abstract Systems, methods, and storage media for automatically identifying skin conditions
based on images and other data using machine learning methods and algorithms that …

Automatic image-based skin diagnostics using deep learning

R Jiang, J Ma, H Ma, E Elmoznino, I Kezele… - US Patent …, 2023 - Google Patents
There is shown and described a deep learning based system and method for skin
diagnostics as well as testing metrics that show that such a deep learning based system …

System to collect and identify medical conditions from images and expert knowledge

A Abid, AJ Sanfiz, AR Lopez, ET Jarmain… - US Patent …, 2024 - Google Patents
Abstract Systems, methods, and storage media for automatically identifying medical
conditions based on images and other data using machine learning methods and algorithms …

Automatic image-based skin diagnostics using deep learning

R Jiang, J Ma, H Ma, E Elmoznino, I Kezele… - US Patent …, 2023 - Google Patents
2021-08-27 Assigned to MODIFACE reassignment MODIFACE ASSIGNMENT OF
ASSIGNORS INTEREST (SEE DOCUMENT FOR DETAILS). Assignors: AARABI, PARHAM …