Comprehensive learning and adaptive teaching: Distilling multi-modal knowledge for pathological...

[PDF] arxiv.org

MSCPT: Few-shot Whole Slide Image Classification with Multi-scale and Context-focused Prompt Tuning

M Han, L Qu, D Yang, X Zhang, X Wang… - arXiv preprint arXiv …, 2024 - arxiv.org
Multiple instance learning (MIL) has become a standard paradigm for weakly supervised
classification of whole slide images (WSI). However, this paradigm relies on the use of a …
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[PDF] arxiv.org

Focus on Focus: Focus-oriented Representation Learning and Multi-view Cross-modal Alignment for Glioma Grading

L Pan, Y Zhang, Q Yang, T Li, X Xing… - arXiv preprint arXiv …, 2024 - arxiv.org
Recently, multimodal deep learning, which integrates histopathology slides and molecular
biomarkers, has achieved a promising performance in glioma grading. Despite great …
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[PDF] arxiv.org

Accelerated Multi-contrast MRI Reconstruction via Frequency and Spatial Mutual Learning

Q Chen, X Xing, Z Chen, Z Xiong - International Conference on Medical …, 2024 - Springer
Abstract To accelerate Magnetic Resonance (MR) imaging procedures, Multi-Contrast MR
Reconstruction (MCMR) has become a prevalent trend that utilizes an easily obtainable …
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