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Libin Lan

affiliation not provided to SSRN

SCHOLARLY PAPERS

4

DOWNLOADS

86

TOTAL CITATIONS

0

Scholarly Papers (4)

1.

CM-CGNS: Cross-Modal Clustering-Guided Negative Sampling for Self-Supervised Joint Learning from Medical Images and Reports

Number of pages: 12 Posted: 21 Jan 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Chongqing University of Technology (CQUT), Chongqing Medical University, University of Leicester - School of Computing and Mathematical Sciences and Southwest University
Downloads 30 (1,318,317)

Abstract:

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Clustering-guided negative sampling, Contrastive Learning, Masked image reconstruction, Multimodal self-supervised learning

2.

Dmaf-Net: An Effective Modality Rebalancing Framework for Incomplete Multi-Modal Medical Image Segmentation

Number of pages: 12 Posted: 07 Aug 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and University of Leicester - School of Computing and Mathematical Sciences
Downloads 24 (1,411,822)

Abstract:

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Dynamic modality-aware fusion, Dynamic training monitoring strategy, Incomplete multi-modal segmentation, Modality imbalance, Relation and prototype distillation

3.

TSFE-ITFI: A Unified Framework for Simultaneous Segmentation and Classification of Breast Ultrasound Images

Number of pages: 13 Posted: 20 Apr 2026
Libin Lan and Minghui Li
affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 23 (1,448,301)

Abstract:

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Bidirectional task interaction, Breast ultrasound imaging, Mamba2, Multi-task Learning

4.

DMAF-Net: An Effective Modality Rebalancing Framework for Incomplete Multi-Modal Medical Image Segmentation

Number of pages: 30 Posted: 30 Jun 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and University of Leicester
Downloads 9

Abstract:

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Dynamic modality-aware fusion, Dynamic training monitoring strategy, Incomplete multi-modal segmentation, Modality imbalance, Relation and prototype distillation