| Description |
1 online resource (215 pages) |
| Series |
Lecture notes in computer science ; 13576 |
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Lecture notes in computer science ; 13576.
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| Contents |
Intro -- Preface -- Organization -- Contents -- AugPaste: One-Shot Anomaly Detection for Medical Images -- 1 Introduction -- 2 Methods -- 2.1 Construction of Lesion Bank -- 2.2 Synthesis of Anomalous Samples -- 2.3 Anomaly Detection Network -- 2.4 Implementation Details -- 3 Experiments and Results -- 3.1 Datasets -- 3.2 Evaluation Metric -- 3.3 Ablation Studies on EyeQ -- 3.4 Comparison with State-of-the-Art -- 4 Conclusion -- References -- Analysing Optical Coherence Tomography Angiography of Mid-Life Persons at Risk of Developing Alzheimer's Disease Later in Life -- 1 Introduction |
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2 Methodology -- 3 Results -- 3.1 Vessel Tortuosity Decreases in Risk Groups -- 3.2 Longitudinal Variations of Retinal Features in Risk Groups -- 4 Discussion -- 5 Conclusion -- References -- Feature Representation Learning for Robust Retinal Disease Detection from Optical Coherence Tomography Images -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 Robust Feature Learning Architecture -- 3.2 Proposed Representation Learning Loss -- 3.3 Final Objective Function -- 4 Experiments -- 4.1 Data-Set Processing -- 4.2 Hyper-parameter Tuning -- 4.3 Performance Metrics |
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4.4 Quantitative Evaluation -- 4.5 Qualitative Evaluation -- 5 Conclusion and Future Work -- References -- GUNet: A GCN-CNN Hybrid Model for Retinal Vessel Segmentation by Learning Graphical Structures -- 1 Introduction -- 2 Method -- 2.1 GUNet -- 2.2 Graph Convolution -- 2.3 Graph Construction -- 3 Experiments -- 3.1 Datasets and Evaluation Metrics -- 3.2 Implementation Details -- 4 Results -- 4.1 Experiments on Fundus Photography -- 4.2 Experiments on SLO Images -- 4.3 Visualization -- 5 Conclusion -- References -- Detection of Diabetic Retinopathy Using Longitudinal -- 1 Introduction |
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2 Methods -- 2.1 Longitudinal Siamese -- 2.2 Longitudinal Self-supervised Learning -- 2.3 Longitudinal Neighbourhood Embedding -- 3 Dataset -- 4 Experiments and Results -- 4.1 Comparison of the Approaches on the Early Change Detection -- 4.2 Norm of Trajectory Vector Analyze -- 5 Discussion -- References -- Multimodal Information Fusion for Glaucoma and Diabetic Retinopathy Classification -- 1 Introduction -- 2 Methods -- 2.1 Early Fusion -- 2.2 Intermediate Fusion -- 2.3 Hierarchical Fusion -- 3 Material and Experiments -- 3.1 Data -- 3.2 Data Pre-processing -- 3.3 Implementation Details |
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4 Results -- 4.1 GAMMA Dataset -- 4.2 PlexEliteDR Dataset -- 5 Conclusion -- References -- Mapping the Ocular Surface from Monocular Videos with an Application to Dry Eye Disease Grading -- 1 Introduction -- 2 Proposed Method -- 3 Experiments and Results -- 3.1 SiGMoid -- 3.2 DED Diagnosis: Classification -- 4 Discussion and Conclusion -- References -- Rethinking Retinal Image Quality: Treating Quality Threshold as a Tunable Hyperparameter -- 1 Introduction -- 2 Methods -- 2.1 Quality Prediction on a Categorical Scale and Continuous Scale -- 2.2 Effect of Varying Image Quality Threshold |
| Summary |
This book constitutes the refereed proceedings of the 9th International Workshop on Ophthalmic Medical Image Analysis, OMIA 2022, held in conjunction with the 25th International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2022, in Singapore, Singapore, in September 2022. The 20 papers presented at OMIA 2022 were carefully reviewed and selected from 33 submissions. The papers cover various topics in the field of ophthalmic medical image analysis and challenges in terms of reliability and validation, number and type of conditions considered, multi-modal analysis (e.g., fundus, optical coherence tomography, scanning laser ophthalmoscopy), novel imaging technologies, and the effective transfer of advanced computer vision and machine learning technologies |
| Notes |
3 Experiments |
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Includes index |
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Online resource; title from PDF title page (SpringerLink, viewed September 23, 2022) |
| Subject |
Pathology -- Data processing -- Congresses
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Eye -- Imaging -- Congresses
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Pathology -- Data processing
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| Genre/Form |
proceedings (reports)
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Conference papers and proceedings
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Conference papers and proceedings.
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Actes de congrès.
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| Form |
Electronic book
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| Author |
Antony, Bhavna
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Fu, Huazhu.
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Lee, Cecilia S.
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MacGillivray, Tom.
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Xu, Yanwu.
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Zheng, Yalin.
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International Conference on Medical Image Computing and Computer-Assisted Intervention (25th : 2022 : Singapore ; Online)
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| ISBN |
9783031165252 |
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303116525X |
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9788303116529 |
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8303116525 |
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