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

Medical Image Computing and Computer Assisted Intervention – MICCAI 2022

Overview of attention for book
Cover of 'Medical Image Computing and Computer Assisted Intervention – MICCAI 2022'

Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 Semi-supervised Histological Image Segmentation via Hierarchical Consistency Enforcement
  3. Altmetric Badge
    Chapter 2 Federated Stain Normalization for Computational Pathology
  4. Altmetric Badge
    Chapter 3 DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification
  5. Altmetric Badge
    Chapter 4 ReMix: A General and Efficient Framework for Multiple Instance Learning Based Whole Slide Image Classification
  6. Altmetric Badge
    Chapter 5 S $$^3$$ 3 R: Self-supervised Spectral Regression for Hyperspectral Histopathology Image Classification
  7. Altmetric Badge
    Chapter 6 Distilling Knowledge from Topological Representations for Pathological Complete Response Prediction
  8. Altmetric Badge
    Chapter 7 SETMIL: Spatial Encoding Transformer-Based Multiple Instance Learning for Pathological Image Analysis
  9. Altmetric Badge
    Chapter 8 Clinical-Realistic Annotation for Histopathology Images with Probabilistic Semi-supervision: A Worst-Case Study
  10. Altmetric Badge
    Chapter 9 End-to-End Learning for Image-Based Detection of Molecular Alterations in Digital Pathology
  11. Altmetric Badge
    Chapter 10 S5CL: Unifying Fully-Supervised, Self-supervised, and Semi-supervised Learning Through Hierarchical Contrastive Learning
  12. Altmetric Badge
    Chapter 11 Sample Hardness Based Gradient Loss for Long-Tailed Cervical Cell Detection
  13. Altmetric Badge
    Chapter 12 Test-Time Image-to-Image Translation Ensembling Improves Out-of-Distribution Generalization in Histopathology
  14. Altmetric Badge
    Chapter 13 Predicting Molecular Traits from Tissue Morphology Through Self-interactive Multi-instance Learning
  15. Altmetric Badge
    Chapter 14 InsMix: Towards Realistic Generative Data Augmentation for Nuclei Instance Segmentation
  16. Altmetric Badge
    Chapter 15 Improved Domain Generalization for Cell Detection in Histopathology Images via Test-Time Stain Augmentation
  17. Altmetric Badge
    Chapter 16 Transformer Based Multiple Instance Learning for Weakly Supervised Histopathology Image Segmentation
  18. Altmetric Badge
    Chapter 17 GradMix for Nuclei Segmentation and Classification in Imbalanced Pathology Image Datasets
  19. Altmetric Badge
    Chapter 18 Spatial-Hierarchical Graph Neural Network with Dynamic Structure Learning for Histological Image Classification
  20. Altmetric Badge
    Chapter 19 Gigapixel Whole-Slide Images Classification using Locally Supervised Learning
  21. Altmetric Badge
    Chapter 20 Whole Slide Cervical Cancer Screening Using Graph Attention Network and Supervised Contrastive Learning
  22. Altmetric Badge
    Chapter 21 RandStainNA: Learning Stain-Agnostic Features from Histology Slides by Bridging Stain Augmentation and Normalization
  23. Altmetric Badge
    Chapter 22 Identify Consistent Imaging Genomic Biomarkers for Characterizing the Survival-Associated Interactions Between Tumor-Infiltrating Lymphocytes and Tumors
  24. Altmetric Badge
    Chapter 23 Semi-supervised PR Virtual Staining for Breast Histopathological Images
  25. Altmetric Badge
    Chapter 24 Benchmarking the Robustness of Deep Neural Networks to Common Corruptions in Digital Pathology
  26. Altmetric Badge
    Chapter 25 Weakly Supervised Segmentation by Tensor Graph Learning for Whole Slide Images
  27. Altmetric Badge
    Chapter 26 Test Time Transform Prediction for Open Set Histopathological Image Recognition
  28. Altmetric Badge
    Chapter 27 Lesion-Aware Contrastive Representation Learning for Histopathology Whole Slide Images Analysis
  29. Altmetric Badge
    Chapter 28 Kernel Attention Transformer (KAT) for Histopathology Whole Slide Image Classification
  30. Altmetric Badge
    Chapter 29 Joint Region-Attention and Multi-scale Transformer for Microsatellite Instability Detection from Whole Slide Images in Gastrointestinal Cancer
  31. Altmetric Badge
    Chapter 30 Self-supervised Pre-training for Nuclei Segmentation
  32. Altmetric Badge
    Chapter 31 LifeLonger: A Benchmark for Continual Disease Classification
  33. Altmetric Badge
    Chapter 32 Unsupervised Nuclei Segmentation Using Spatial Organization Priors
  34. Altmetric Badge
    Chapter 33 Visual Deep Learning-Based Explanation for Neuritic Plaques Segmentation in Alzheimer’s Disease Using Weakly Annotated Whole Slide Histopathological Images
  35. Altmetric Badge
    Chapter 34 MaNi: Maximizing Mutual Information for Nuclei Cross-Domain Unsupervised Segmentation
  36. Altmetric Badge
    Chapter 35 Region-Guided CycleGANs for Stain Transfer in Whole Slide Images
  37. Altmetric Badge
    Chapter 36 Uncertainty Aware Sampling Framework of Weak-Label Learning for Histology Image Classification
  38. Altmetric Badge
    Chapter 37 Local Attention Graph-Based Transformer for Multi-target Genetic Alteration Prediction
  39. Altmetric Badge
    Chapter 38 Incorporating Intratumoral Heterogeneity into Weakly-Supervised Deep Learning Models via Variance Pooling
  40. Altmetric Badge
    Chapter 39 Prostate Cancer Histology Synthesis Using StyleGAN Latent Space Annotation
  41. Altmetric Badge
    Chapter 40 Fast FF-to-FFPE Whole Slide Image Translation via Laplacian Pyramid and Contrastive Learning
  42. Altmetric Badge
    Chapter 41 Feature Re-calibration Based Multiple Instance Learning for Whole Slide Image Classification
  43. Altmetric Badge
    Chapter 42 Physiological Model Based Deep Learning Framework for Cardiac TMP Recovery
  44. Altmetric Badge
    Chapter 43 DentalPointNet: Landmark Localization on High-Resolution 3D Digital Dental Models
  45. Altmetric Badge
    Chapter 44 Landmark-Free Statistical Shape Modeling Via Neural Flow Deformations
  46. Altmetric Badge
    Chapter 45 Learning Shape Distributions from Large Databases of Healthy Organs: Applications to Zero-Shot and Few-Shot Abnormal Pancreas Detection
  47. Altmetric Badge
    Chapter 46 From Images to Probabilistic Anatomical Shapes: A Deep Variational Bottleneck Approach
  48. Altmetric Badge
    Chapter 47 Structure-Consistent Restoration Network for Cataract Fundus Image Enhancement
  49. Altmetric Badge
    Chapter 48 Unsupervised Domain Adaptive Fundus Image Segmentation with Category-Level Regularization
  50. Altmetric Badge
    Chapter 49 Degradation-Invariant Enhancement of Fundus Images via Pyramid Constraint Network
  51. Altmetric Badge
    Chapter 50 A Spatiotemporal Model for Precise and Efficient Fully-Automatic 3D Motion Correction in OCT
  52. Altmetric Badge
    Chapter 51 DA-Net: Dual Branch Transformer and Adaptive Strip Upsampling for Retinal Vessels Segmentation
  53. Altmetric Badge
    Chapter 52 Visual Explanations for the Detection of Diabetic Retinopathy from Retinal Fundus Images
  54. Altmetric Badge
    Chapter 53 Multidimensional Hypergraph on Delineated Retinal Features for Pathological Myopia Task
  55. Altmetric Badge
    Chapter 54 Unsupervised Lesion-Aware Transfer Learning for Diabetic Retinopathy Grading in Ultra-Wide-Field Fundus Photography
  56. Altmetric Badge
    Chapter 55 Local-Region and Cross-Dataset Contrastive Learning for Retinal Vessel Segmentation
  57. Altmetric Badge
    Chapter 56 Y-Net: A Spatiospectral Dual-Encoder Network for Medical Image Segmentation
  58. Altmetric Badge
    Chapter 57 Camera Adaptation for Fundus-Image-Based CVD Risk Estimation
  59. Altmetric Badge
    Chapter 58 Opinions Vary? Diagnosis First!
  60. Altmetric Badge
    Chapter 59 Learning Self-calibrated Optic Disc and Cup Segmentation from Multi-rater Annotations
  61. Altmetric Badge
    Chapter 60 TINC: Temporally Informed Non-contrastive Learning for Disease Progression Modeling in Retinal OCT Volumes
  62. Altmetric Badge
    Chapter 61 DRGen: Domain Generalization in Diabetic Retinopathy Classification
  63. Altmetric Badge
    Chapter 62 Frequency-Aware Inverse-Consistent Deep Learning for OCT-Angiogram Super-Resolution
  64. Altmetric Badge
    Chapter 63 A Multi-task Network with Weight Decay Skip Connection Training for Anomaly Detection in Retinal Fundus Images
  65. Altmetric Badge
    Chapter 64 Multiscale Unsupervised Retinal Edema Area Segmentation in OCT Images
  66. Altmetric Badge
    Chapter 65 SeATrans: Learning Segmentation-Assisted Diagnosis Model via Transformer
  67. Altmetric Badge
    Chapter 66 Screening of Dementia on OCTA Images via Multi-projection Consistency and Complementarity
  68. Altmetric Badge
    Chapter 67 Noise Transfer for Unsupervised Domain Adaptation of Retinal OCT Images
  69. Altmetric Badge
    Chapter 68 Long-Tailed Multi-label Retinal Diseases Recognition via Relational Learning and Knowledge Distillation
  70. Altmetric Badge
    Chapter 69 Weakly Supervised Online Action Detection for Infant General Movements
  71. Altmetric Badge
    Chapter 70 Super-Focus: Domain Adaptation for Embryo Imaging via Self-supervised Focal Plane Regression
  72. Altmetric Badge
    Chapter 71 SUPER-IVIM-DC: Intra-voxel Incoherent Motion Based Fetal Lung Maturity Assessment from Limited DWI Data Using Supervised Learning Coupled with Data-Consistency
  73. Altmetric Badge
    Chapter 72 Automated Classification of General Movements in Infants Using Two-Stream Spatiotemporal Fusion Network
Attention for Chapter 13: Predicting Molecular Traits from Tissue Morphology Through Self-interactive Multi-instance Learning
Altmetric Badge

Mentioned by

twitter
3 X users

Citations

dimensions_citation
2 Dimensions

Readers on

mendeley
10 Mendeley
Summary X Dimensions citations
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
Predicting Molecular Traits from Tissue Morphology Through Self-interactive Multi-instance Learning
Chapter number 13
Book title
Medical Image Computing and Computer Assisted Intervention – MICCAI 2022
Published by
Springer, Cham, January 2022
DOI 10.1007/978-3-031-16434-7_13
Book ISBNs
978-3-03-116433-0, 978-3-03-116434-7
Authors

Hu, Yang, Sirinukunwattana, Korsuk, Gaitskell, Kezia, Wood, Ruby, Verrill, Clare, Rittscher, Jens

View on publisher site
X Demographics

X Demographics

The data shown below were collected from the profiles of 3 X users 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 10 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 10 100%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 2 20%
Unspecified 1 10%
Student > Postgraduate 1 10%
Other 1 10%
Unknown 5 50%
Readers by discipline Count As %
Engineering 2 20%
Unspecified 1 10%
Agricultural and Biological Sciences 1 10%
Computer Science 1 10%
Unknown 5 50%

This page is provided by Altmetric.