Author

Yiying Tong

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Preprint Sep 2026

Combinatorial Network-Based Manifold Topological Deep Learning for Image Analysis

Medical image analysis remains fundamentally challenging because of the intricate geometric and topological structures present in medical data. Conventional convolutional neural networks model images as regular Euclidean grids, limiting their ability to preserve geometric relationships and higher-order structural infor...

A. Wachira, Xiang Liu, Zhe Su et al. · 0 citations

Preprint Aug 2026

Unmasking Face Embeddings: Reading, Rendering and Naming with Foundation Models

This work uses simple pre-computed linear transformations, estimated from paired embeddings alone, to connect existing FR models with off-the-shelf foundation models, exposing face embeddings as semantically and visually rich biometric representations for web-scale foundation models.

Fizza Rubab, Yi-Ying Tong, Arun Ross · 0 citations