The Medical Segmentation Decathlon

Michela Antonelli, Annika Reinke, Spyridon Bakas, +54

Nature Communications

AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image Segmentation

Yuanfeng Ji, Haotian Bai, Jie Yang, +8

arXiv (Cornell University)

Benchmark ServersMedical Image SegmentationEngineeringMachine LearningSurgery +20

DDP: Diffusion Model for Dense Visual Prediction

Yuanfeng Ji, Zhe Chen, Enze Xie, +6

Scene AnalysisEngineeringMachine LearningDense Visual PredictionDense Visual Predictions +18

SCN: Switchable Context Network for Semantic Segmentation of RGB-D Images

Di Lin, Ruimao Zhang, Yuanfeng Ji, +2

IEEE Transactions on Cybernetics

Depth DataContext RepresentationsConvolutional Neural NetworkScene AnalysisImage Analysis +12

ZigZagNet: Fusing Top-Down and Bottom-Up Context for Object Segmentation

Di Lin, Dingguo Shen, Siting Shen, +4

Convolutional Neural NetworkScene AnalysisEngineeringMachine LearningObject Segmentation +16

DrugOOD: Out-of-Distribution Dataset Curator and Benchmark for AI-Aided Drug Discovery – a Focus on Affinity Prediction Problems with Noise Annotations

Yuanfeng Ji, Lu Zhang, Jiaxiang Wu, +14

Proceedings of the AAAI Conference on Artificial Intelligence

Noise AnnotationsEngineeringMachine LearningDrug TargetHit Identification +17

<i>MedShapeNet</i> – a large-scale dataset of 3D medical shapes for computer vision

Jianning Li, Zongwei Zhou, Jiancheng Yang, +154

Biomedizinische Technik/Biomedical Engineering

RANet: Region attention network for semantic segmentation

Dingguo Shen, Yuanfeng Ji, Ping Li, +2

PolyU Institutional Research Archive (Hong Kong Polytechnic University)

Scene AnalysisMachine VisionImage AnalysisMachine LearningEngineering +6

DrugOOD: Out-of-Distribution (OOD) Dataset Curator and Benchmark for AI-aided Drug Discovery -- A Focus on Affinity Prediction Problems with Noise Annotations

Yuanfeng Ji, Lu Zhang, Jiaxiang Wu, +16

arXiv (Cornell University)

Noise AnnotationsEngineeringMachine LearningDrug TargetHit Identification +19

Multi-Compound Transformer for Accurate Biomedical Image Segmentation

Yuanfeng Ji, Ruimao Zhang, Huijie Wang, +4

arXiv (Cornell University)

Convolutional Neural NetworkMedical Image SegmentationEngineeringMachine LearningBiomedical Engineering +19