Self-Supervised Generalized Zero Shot Learning for Medical Image Classification Using Novel Interpretable Saliency Maps

Interpretability-Driven Sample Selection Using Self Supervised Learning for Disease Classification and Segmentation

(2021) Dwarikanath Mahapatra et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Generalized Zero-Shot Chest X-Ray Diagnosis Through Trait-Guided Multi-View Semantic Embedding With Self-Training

(2021) Angshuman Paul et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

DR|GRADUATE: Uncertainty-aware deep learning-based diabetic retinopathy grading in eye fundus images

(2020) Teresa Araújo et al.   MEDICAL IMAGE ANALYSIS

Artificial Intelligence System Approaching Neuroradiologist-level Differential Diagnosis Accuracy at Brain MRI

(2020) Andreas M. Rauschecker et al.   RADIOLOGY

Discriminative ensemble learning for few-shot chest x-ray diagnosis

(2020) Angshuman Paul et al.   MEDICAL IMAGE ANALYSIS

One-Shot Generative Adversarial Learning for MRI Segmentation of Craniomaxillofacial Bony Structures

(2019) Xu Chen et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Self-supervised learning for medical image analysis using image context restoration

(2019) Liang Chen et al.   MEDICAL IMAGE ANALYSIS

Deep Learning-Based Gleason Grading of Prostate Cancer From Histopathology Images—Role of Multiscale Decision Aggregation and Data Augmentation

(2019) Davood Karimi et al.   IEEE Journal of Biomedical and Health Informatics

Zero-Shot Learning - A Comprehensive Evaluation of the Good, the Bad and the Ugly

(2018) Yongqin Xian et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Exploiting the potential of unlabeled endoscopic video data with self-supervised learning

(2018) Tobias Ross et al.   International Journal of Computer Assisted Radiology and Surgery

From detection of individual metastases to classification of lymph node status at the patient level: the CAMELYON17 challenge

(2018) Peter Bandi et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

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

Applying artificial intelligence to disease staging: Deep learning for improved staging of diabetic retinopathy

(2017) Hidenori Takahashi et al.   PLoS One

Discriminative Unsupervised Feature Learning with Exemplar Convolutional Neural Networks

(2016) Alexey Dosovitskiy et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs

(2016) Varun Gulshan et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Attribute-Based Classification for Zero-Shot Visual Object Categorization

(2013) Christoph H. Lampert et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE