Resource-Efficient Medical Image Analysis First MICCAI Workshop, REMIA 2022, Singapore, September 22, 2022, Proceedings

This book constitutes the refereed proceedings of the first MICCAI Workshop on Resource-Efficient Medical Image Analysis, REMIA 2022, held in conjunction with MICCAI 2022, in September 2022 as a hybrid event. REMIA 2022 accepted 13 papers from the 19 submissions received. The workshop aims at creati...

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Bibliographic Details
Other Authors: Xu, Xinxing (Editor), Li, Xiaomeng (Editor), Mahapatra, Dwarikanath (Editor), Cheng, Li (Editor)
Format: eBook
Language:English
Published: Cham Springer Nature Switzerland 2022, 2022
Edition:1st ed. 2022
Series:Lecture Notes in Computer Science
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • Multi-Task Semi-Supervised Learning for Vascular Network
  • Segmentation and Renal Cell Carcinoma Classification
  • Self-supervised Antigen Detection Artificial Intelligence (SANDI)
  • RadTex: Learning Effcient Radiograph Representations from Text Reports
  • Single Domain Generalization via Spontaneous Amplitude Spectrum Diversification
  • Triple-View Feature Learning for Medical Image Segmentation
  • Classification of 4D fMRI Images Using ML, Focusing on Computational and Memory Utilization Effciency
  • An Effcient Defending Mechanism Against Image Attacking On Medical Image Segmentation Models
  • Leverage Supervised and Self-supervised Pretrain Models for Pathological Survival Analysis via a Simple and Low-cost Joint Representation Tuning
  • Pathological Image Contrastive Self-Supervised Learning
  • Investigation of Training Multiple Instance Learning Networks with Instance Sampling
  • Masked Video Modeling with Correlation-aware Contrastive Learning for Breast Cancer Diagnosis in Ultrasound
  • A self-attentive meta-learning approach for image-based few-shot disease detection
  • Facing Annotation Redundancy: OCT Layer Segmentation with Only 10 Annotated Pixels Per Layer