Histopathology classification and localization of colorectal cancer using global labels by weakly supervised deep learning

Clinical-grade computational pathology using weakly supervised deep learning on whole slide images

(2019) Gabriele Campanella et al.   NATURE MEDICINE

Learning Deep Features for One-Class Classification

(2019) Pramuditha Perera et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

A novel method for tissue segmentation in high-resolution H&E-stained histopathological whole-slide images

(2019) Pawel Kleczek et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Multi-scale object detection in remote sensing imagery with convolutional neural networks

(2018) Zhipeng Deng et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries

(2018) Freddie Bray et al.   CA-A CANCER JOURNAL FOR CLINICIANS

Sparse coding of pathology slides compared to transfer learning with deep neural networks

(2018) Will Fischer et al.   BMC BIOINFORMATICS

3D Deep Learning from CT Scans Predicts Tumor Invasiveness of Subcentimeter Pulmonary Adenocarcinomas

(2018) Wei Zhao et al.   CANCER RESEARCH

CNN cascades for segmenting sparse objects in gigapixel whole slide images

(2018) Michael Gadermayr et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Multiple instance learning for histopathological breast cancer image classification

(2018) P.J. Sudharshan et al.   EXPERT SYSTEMS WITH APPLICATIONS

Co-Saliency Detection via a Self-Paced Multiple-Instance Learning Framework

(2017) Dingwen Zhang et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Weakly Supervised Object Localization with Multi-Fold Multiple Instance Learning

(2017) Ramazan Gokberk Cinbis et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Diagnostic Assessment of Deep Learning Algorithms for Detection of Lymph Node Metastases in Women With Breast Cancer

(2017) Babak Ehteshami Bejnordi et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

A survey on deep learning in medical image analysis

(2017) Geert Litjens et al.   MEDICAL IMAGE ANALYSIS

Ultrasound Standard Plane Detection Using a Composite Neural Network Framework

(2017) Hao Chen et al.   IEEE Transactions on Cybernetics

Locality Sensitive Deep Learning for Detection and Classification of Nuclei in Routine Colon Cancer Histology Images

(2016) Korsuk Sirinukunwattana et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Automated classification of brain tumor type in whole-slide digital pathology images using local representative tiles

(2016) Jocelyn Barker et al.   MEDICAL IMAGE ANALYSIS

Deep learning

(2015) Yann LeCun et al.   NATURE

A Global Covariance Descriptor for Nuclear Atypia Scoring in Breast Histopathology Images

(2015) Adnan Mujahid Khan et al.   IEEE Journal of Biomedical and Health Informatics

Multiple instance classification: Review, taxonomy and comparative study

(2013) Jaume Amores   ARTIFICIAL INTELLIGENCE

Cancer Digital Slide Archive: an informatics resource to support integrated in silico analysis of TCGA pathology data

(2013) David A Gutman et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Individuals With Sessile Serrated Polyps Express an Aggressive Colorectal Phenotype

(2011) Hongha T. Vu et al.   DISEASES OF THE COLON & RECTUM