Book 2017
Open Access This content is freely available online to anyone, anywhere at any time.

Cloud-Based Benchmarking of Medical Image Analysis


ISBN: 978-3-319-49642-9 (Print) 978-3-319-49644-3 (Online)

Table of contents (14 chapters)

  1. Front Matter

    Pages i-xviii

  2. Evaluation-as-a-Service

    1. Front Matter

      Pages 1-1

    2. Chapter

      Pages 3-13

      VISCERAL: Evaluation-as-a-Service for Medical Imaging

    3. Chapter

      Pages 15-30

      Using the Cloud as a Platform for Evaluation and Data Preparation

  3. VISCERAL Datasets

    1. Front Matter

      Pages 31-31

    2. Chapter

      Pages 33-43

      Ethical and Privacy Aspects of Using Medical Image Data

    3. Chapter

      Pages 45-67

      Annotating Medical Image Data

    4. Chapter

      Pages 69-84

      Datasets Created in VISCERAL

  4. VISCERAL Benchmarks

    1. Front Matter

      Pages 85-85

    2. Chapter

      Pages 87-105

      Evaluation Metrics for Medical Organ Segmentation and Lesion Detection

    3. Chapter

      Pages 107-125

      VISCERAL Anatomy Benchmarks for Organ Segmentation and Landmark Localization: Tasks and Results

    4. Chapter

      Pages 127-141

      Retrieval of Medical Cases for Diagnostic Decisions: VISCERAL Retrieval Benchmark

  5. VISCERAL Anatomy Participant Reports

    1. Front Matter

      Pages 143-143

    2. Chapter

      Pages 145-164

      Automatic Atlas-Free Multiorgan Segmentation of Contrast-Enhanced CT Scans

    3. Chapter

      Pages 165-183

      Multiorgan Segmentation Using Coherent Propagating Level Set Method Guided by Hierarchical Shape Priors and Local Phase Information

    4. Chapter

      Pages 185-201

      Automatic Multiorgan Segmentation Using Hierarchically Registered Probabilistic Atlases

    5. Chapter

      Pages 203-218

      Multiatlas Segmentation Using Robust Feature-Based Registration

  6. VISCERAL Retrieval Participant Reports

    1. Front Matter

      Pages 219-219

    2. Chapter

      Pages 221-236

      Combining Radiology Images and Clinical Metadata for Multimodal Medical Case-Based Retrieval

    3. Chapter

      Pages 237-249

      Text- and Content-Based Medical Image Retrieval in the VISCERAL Retrieval Benchmark

  7. Back Matter

    Pages 251-254