The Medical Segmentation Decathlon

Michela Antonelli, Annika Reinke, Spyridon Bakas, +54

Nature Communications

Large-scale pancreatic cancer detection via non-contrast CT and deep learning

Kai Cao, Yingda Xia, Jiawen Yao, +33

Nature Medicine

Artificial IntelligenceEngineeringMachine LearningDigital PathologyDiagnosis +17

Uncertainty-aware multi-view co-training for semi-supervised medical image segmentation and domain adaptation

Yingda Xia, Dong Yang, Zhiding Yu, +7

Medical Image Analysis

EngineeringMachine LearningImage AnalysisData SciencePattern Recognition +15

Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning

Liangqiong Qu, Yuyin Zhou, Paul Pu Liang, +5

2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

Artificial IntelligenceEngineeringMachine LearningFederated StructureCatastrophic Forgetting +17

3D Semi-Supervised Learning with Uncertainty-Aware Multi-View Co-Training

Yingda Xia, Fengze Liu, Dong Yang, +6

Geometric LearningEngineeringMachine Learning3D Computer VisionMedical Segmentation Decathlon +18

A 3D Coarse-to-Fine Framework for Volumetric Medical Image Segmentation

Zhuotun Zhu, Yingda Xia, Wei Shen, +2

Convolutional Neural NetworkMedical Image SegmentationEngineeringMachine LearningPathological Pancreases +22

Application of Deep Learning to Pancreatic Cancer Detection: Lessons Learned From Our Initial Experience

Linda C. Chu, Seyoun Park, Satomi Kawamoto, +18

Journal of the American College of Radiology

Pancreatic Cancer DetectionDermoscopic ImageConvolutional Neural NetworkImage AnalysisMachine Learning +12

Auto-FedAvg: Learnable Federated Averaging for Multi-Institutional Medical Image Segmentation

Yingda Xia, Dong Yang, Wenqi Li, +15

arXiv (Cornell University)

Artificial IntelligenceMedical Image SegmentationEngineeringMachine LearningAggregation Weights +23

Deep Learning for Fully Automated Prediction of Overall Survival in Patients Undergoing Resection for Pancreatic Cancer

Jiawen Yao, Kai Cao, Yang Hou, +20

Annals of Surgery

Glance-and-Gaze Vision Transformer

Qihang Yu, Yingda Xia, Yutong Bai, +3

arXiv (Cornell University)

EngineeringVision TransformersImage AnalysisPattern RecognitionGlance-and-gaze Vision Transformer +16