2026
5 publications
BoneGraph: A Domain-Specialised, Self-Correcting Reasoning System for Bone Science Retrieval, Grounded Inference, and Image Mechanics
Jon Valijonov, Peter Soar, James Le Houx, Gianluca Tozzi
DOIbioRxiv (preprint)
Self-Calibrated Hyperspectral Neural Radiance Fields for 3D Reconstruction of Bone and Bone Analogues
Neetu Sigger, Tuan Thanh Nguyen, Sadaf Ashraf, Gianluca Tozzi
DOIbioRxiv (preprint)
Quantum kernel support vector machines for trabecular bone classification: comparing feature reduction strategies on synthetic micro-CT data
Isabella Florez, Ahmed Farhat, James Le Houx, Edoardo Altamura, Gianluca Tozzi
DOIbioRxiv (preprint)
Evaluation of direct strain field prediction in bone with data-driven image mechanics (D2IM-Strain)
Jon Valijonov, Peter Soar, James Le Houx, Gianluca Tozzi
DOIbioRxiv (preprint)
Identifying Temporal Variations in Skin Surrogate Models Through Hyperspectral Imaging
Neetu Sigger, Tuan T. Nguyen, Gianluca Tozzi
DOIIntelligent Data Engineering and Analytics (FICTA 2025), Smart Innovation, Systems and Technologies 479
2025
1 publication
Detecting temporal changes in skin surrogate model using hyperspectral imaging
Neetu Sigger, Tuan T. Nguyen, Gianluca Tozzi
DOIMRS Communications
2024
3 publications
Data-driven image mechanics (D2IM): a deep learning approach to predict displacement and strain fields from undeformed X-ray tomography images — evaluation of bone mechanics
Peter Soar, Marco Palanca, Enrico Dall’Ara, Gianluca Tozzi
DOIExtreme Mechanics Letters
Unveiling the potential of diffusion model-based framework with transformer for hyperspectral image classification
Neetu Sigger, Quoc-Tuan Vien, Sinh Van Nguyen, Gianluca Tozzi, Tuan Thanh Nguyen
DOIScientific Reports
Brain tissue classification in hyperspectral images using multistage diffusion features and transformer
Neetu Sigger, Tuan T. Nguyen, Gianluca Tozzi
DOIJournal of Microscopy
Full publication history is available on Google Scholar.