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08/31/2023
Improving Multiple Sclerosis Lesion Segmentation Across Clinical Sites: A Federated Learning Approach with Noise-Resilient Training
Accurately measuring the evolution of Multiple Sclerosis (MS) with magne...
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07/27/2023
Exploring Annotation-free Image Captioning with Retrieval-augmented Pseudo Sentence Generation
Training an image captioner without annotated image-sentence pairs has g...
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07/27/2023
Taxonomy Adaptive Cross-Domain Adaptation in Medical Imaging via Optimization Trajectory Distillation
The success of automated medical image analysis depends on large-scale a...
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06/12/2023
Topology Repairing of Disconnected Pulmonary Airways and Vessels: Baselines and a Dataset
Accurate segmentation of pulmonary airways and vessels is crucial for th...
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05/07/2023
SynthMix: Mixing up Aligned Synthesis for Medical Cross-Modality Domain Adaptation
The adversarial methods showed advanced performance by producing synthet...
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05/04/2023
Unsupervised Domain Adaptation for Neuron Membrane Segmentation based on Structural Features
AI-enhanced segmentation of neuronal boundaries in electron microscopy (...
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10/31/2022
TW-BAG: Tensor-wise Brain-aware Gate Network for Inpainting Disrupted Diffusion Tensor Imaging
Diffusion Weighted Imaging (DWI) is an advanced imaging technique common...
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10/10/2022
Unsupervised Domain Adaptive Fundus Image Segmentation with Few Labeled Source Data
Deep learning-based segmentation methods have been widely employed for a...
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07/04/2022
Domain Adaptive Nuclei Instance Segmentation and Classification via Category-aware Feature Alignment and Pseudo-labelling
Unsupervised domain adaptation (UDA) methods have been broadly utilized ...
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05/03/2022
MS Lesion Segmentation: Revisiting Weighting Mechanisms for Federated Learning
Federated learning (FL) has been widely employed for medical image analy...
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05/05/2020
Unsupervised Instance Segmentation in Microscopy Images via Panoptic Domain Adaptation and Task Re-weighting
Unsupervised domain adaptation (UDA) for nuclei instance segmentation is...
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02/15/2020