About
I am a PhD scholar at IIT Dharwad and one of the founding members of the BioM3D lab. My doctoral research focuses on generating case-specific 3D geometric models from medical image data — spanning CT/micro-CT segmentation, mesh reconstruction, smoothing analysis, and morphological characterization of complex branched topologies such as vascular networks and plant root systems.
I am actively seeking employment opportunities and research collaborations at the intersection of computational mechanics, medical imaging, and machine learning.
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PhD Thesis
"Case-specific 3D models of arbitrarily complex branched topologies for modelling morphology and growth"
Developing an end-to-end pipeline from CT/micro-CT acquisition through multi-algorithm segmentation, Marching Cubes reconstruction, spectral mesh smoothing, to morphological analysis of vascular and biological networks. Statistical characterisation of voxel-resolution-induced surface errors across geometries. Validated on micro-CT printed phantoms.
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Recognition & Output
Award · 2025
2nd Best Poster — ANRF-INAE Conclave, Indigenous Technology Development theme
Conference · ESB 2025
Paper presented at the 30th Congress of European Society of Biomechanics, ETH Zurich
Preprint · 2026
arXiv:2602.07658 — Influence of geometry, class imbalance and alignment on reconstruction accuracy