Research Team & Academic Supervision
Surface2Anatomy was researched and engineered by research interns at the Centre for Artificial Intelligence and Robotics (CAIR), Indian Institute of Technology Mandi (IIT Mandi) under the academic supervision of Dr. Deepak Raina.
Khushi Mhamane
Research Intern • CAIR, IIT Mandi
khushimhamane@gmail.comLed the project formulation, 3D point cloud transformer architecture design, multi-organ loss balancing, and clinical validation across FLARE22, AMOS22, and CT-ORG benchmarks.
Engineered the frozen Ridge canonical alignment pipeline, 3-seed ensemble epistemic uncertainty estimation, whole-body brain-aware augmentation, and GPU inference web deployment.
Dr. Deepak Raina
Assistant Professor • CAIR, IIT Mandi
deepakraina@iitmandi.ac.inSupervised the architectural formulation, medical coordinate system invariance, cross-attention mechanism design, and scientific validation paradigms for radiation-free internal organ localization.