activity
20202023
most citedTowards Label-efficient Automatic Diagnosis and Analysis: A Comprehensive Survey of Advanced Deep Learning-based Weakly-supervised, Semi-supervised and Self-supervised Techniques in Histopathological Image Analysis

76 citations · 82 across the 8 of their papers we have counts for

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Showing 2020Show all

2 papers · 1 filter

cs.CV2020★ 2 cited

Manipulating Medical Image Translation with Manifold Disentanglement

Siyu Liu, Jason A. Dowling, Craig Engstrom +3

Medical image translation (e.g. CT to MR) is a challenging task as it requires I) faithful translation of domain-invariant features (e.g. shape information of anatomical structures…

eess.IV2020

Generalisable 3D Fabric Architecture for Streamlined Universal Multi-Dataset Medical Image Segmentation

Siyu Liu, Wei Dai, Craig Engstrom +4

Data scarcity is common in deep learning models for medical image segmentation. Previous works proposed multi-dataset learning, either simultaneously or via transfer learning to ex…