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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Ziyuan Qin

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Book Open access Aug 2026

Why Only 3D for 3D? 2D-Guided Supervision for 3D Medical Vision–Language Models

This work instantiates this 2D-to-3D supervision framework for report generation and segmentation, using pretrained 2D models as automatic annotators to supervise 3D VLMs and benefits automatically from stronger 2D models.

Qilong Zhao, Ziyuan Qin, Liang Zhao · 0 citations

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