π Lab
Publications

Papers and preprints

Papers and preprints from the lab, newest first. Metadata is taken from Crossref; the complete record is on Google Scholar.

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.