↓ Skip to main content
What is this page? Embed badge

Domain Adaptation and Representation Transfer and Medical Image Learning with Less Labels and Imperfect Data

Overview of attention for book
Cover of 'Domain Adaptation and Representation Transfer and Medical Image Learning with Less Labels and Imperfect Data'

Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 Noise as Domain Shift: Denoising Medical Images by Unpaired Image Translation
  3. Altmetric Badge
    Chapter 2 Temporal Consistency Objectives Regularize the Learning of Disentangled Representations
  4. Altmetric Badge
    Chapter 3 Multi-layer Domain Adaptation for Deep Convolutional Networks
  5. Altmetric Badge
    Chapter 4 Intramodality Domain Adaptation Using Self Ensembling and Adversarial Training
  6. Altmetric Badge
    Chapter 5 Learning Interpretable Disentangled Representations Using Adversarial VAEs
  7. Altmetric Badge
    Chapter 6 Synthesising Images and Labels Between MR Sequence Types with CycleGAN
  8. Altmetric Badge
    Chapter 7 Multi-domain Adaptation in Brain MRI Through Paired Consistency and Adversarial Learning
  9. Altmetric Badge
    Chapter 8 Cross-Modality Knowledge Transfer for Prostate Segmentation from CT Scans
  10. Altmetric Badge
    Chapter 9 A Pulmonary Nodule Detection Method Based on Residual Learning and Dense Connection
  11. Altmetric Badge
    Chapter 10 Harmonization and Targeted Feature Dropout for Generalized Segmentation: Application to Multi-site Traumatic Brain Injury Images
  12. Altmetric Badge
    Chapter 11 Improving Pathological Structure Segmentation via Transfer Learning Across Diseases
  13. Altmetric Badge
    Chapter 12 Generating Virtual Chromoendoscopic Images and Improving Detectability and Classification Performance of Endoscopic Lesions
  14. Altmetric Badge
    Chapter 13 Self-supervised Learning of Inverse Problem Solvers in Medical Imaging
  15. Altmetric Badge
    Chapter 14 Weakly Supervised Segmentation of Vertebral Bodies with Iterative Slice-Propagation
  16. Altmetric Badge
    Chapter 15 A Cascade Attention Network for Liver Lesion Classification in Weakly-Labeled Multi-phase CT Images
  17. Altmetric Badge
    Chapter 16 CT Data Curation for Liver Patients: Phase Recognition in Dynamic Contrast-Enhanced CT
  18. Altmetric Badge
    Chapter 17 Active Learning Technique for Multimodal Brain Tumor Segmentation Using Limited Labeled Images
  19. Altmetric Badge
    Chapter 18 Semi-supervised Learning of Fetal Anatomy from Ultrasound
  20. Altmetric Badge
    Chapter 19 Multi-modal Segmentation with Missing MR Sequences Using Pre-trained Fusion Networks
  21. Altmetric Badge
    Chapter 20 More Unlabelled Data or Label More Data? A Study on Semi-supervised Laparoscopic Image Segmentation
  22. Altmetric Badge
    Chapter 21 Few-Shot Learning with Deep Triplet Networks for Brain Imaging Modality Recognition
  23. Altmetric Badge
    Chapter 22 A Convolutional Neural Network Method for Boundary Optimization Enables Few-Shot Learning for Biomedical Image Segmentation
  24. Altmetric Badge
    Chapter 23 Transfer Learning from Partial Annotations for Whole Brain Segmentation
  25. Altmetric Badge
    Chapter 24 Learning to Segment Skin Lesions from Noisy Annotations
  26. Altmetric Badge
    Chapter 25 A Weakly Supervised Method for Instance Segmentation of Biological Cells
  27. Altmetric Badge
    Chapter 26 Towards Practical Unsupervised Anomaly Detection on Retinal Images
  28. Altmetric Badge
    Chapter 27 Fine Tuning U-Net for Ultrasound Image Segmentation: Which Layers?
  29. Altmetric Badge
    Chapter 28 Multi-task Learning for Neonatal Brain Segmentation Using 3D Dense-Unet with Dense Attention Guided by Geodesic Distance
Attention for Chapter 20: More Unlabelled Data or Label More Data? A Study on Semi-supervised Laparoscopic Image Segmentation
Altmetric Badge

Mentioned by

twitter
1 X user

Readers on

mendeley
44 Mendeley
Summary X
You are seeing a free-to-access but limited selection of the activity Altmetric has collected about this research output. Click here to find out more.
Chapter title
More Unlabelled Data or Label More Data? A Study on Semi-supervised Laparoscopic Image Segmentation
Chapter number 20
Book title
Domain Adaptation and Representation Transfer and Medical Image Learning with Less Labels and Imperfect Data
Published by
Springer, Cham, October 2019
DOI 10.1007/978-3-030-33391-1_20
Book ISBNs
978-3-03-033390-4, 978-3-03-033391-1
Authors

Yunguan Fu, Maria R. Robu, Bongjin Koo, Crispin Schneider, Stijn van Laarhoven, Danail Stoyanov, Brian Davidson, Matthew J. Clarkson, Yipeng Hu, Fu, Y, Robu, MR, Koo, B, Schneider, C, Laarhoven, SV, Stoyanov, D, Davidson, B, Clarkson, MJ, Hu, Y

View on publisher site
X Demographics

X Demographics

The data shown below were collected from the profile of 1 X user who shared this research output. Click here to find out more about how the information was compiled.
 Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 44 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 44 100%

Demographic breakdown

Readers by professional status Count As %
Other 6 14%
Student > Master 6 14%
Researcher 6 14%
Student > Ph. D. Student 6 14%
Student > Bachelor 3 7%
Other 4 9%
Unknown 13 30%
Readers by discipline Count As %
Computer Science 20 45%
Engineering 8 18%
Unknown 16 36%

This page is provided by Altmetric.