repositories

tushar-nayak/tushar-nayak.github.io

GitHub repository for code, experiments, and documentation.

tushar-nayak/glioblastoma-evolution

Research at The ∀ Lab & Image Science Lab

tushar-nayak/lungvolseg

A real-data MONAI and VTK pipeline that segments full chest CT volumes, exports lung surfaces, and reports validation metrics for navigation-prep experiments.

tushar-nayak/derma-seg

A reproducible dermoscopy segmentation benchmark with DeepLabV3 baselines, planned U-Net and transformer comparisons, and promptable SAM-style extensions.

tushar-nayak/surgi-prompt

A real endoscopy pipeline that turns text prompts into surgical tool boxes, masks, tracking overlays, and evaluation metrics using Grounding DINO and SAM2.

tushar-nayak/cardiac-reconstruction-evolved

A sparse-view echocardiography project that recovers 3D cardiac anatomy with Gaussian occupancy fields, differentiable slice supervision, and mesh evaluation.

tushar-nayak/lobe-ranger

A pathology model that fuses 20x and 40x whole-slide image views with cross-scale attention for malignancy, subtype, and differentiation grading.

tushar-nayak/vascular-reconstruction

A research prototype for recovering 3D coronary vessel geometry from limited angiographic projections using differentiable rendering and hemodynamic constraints.

tushar-nayak/glass-path

A pathology learning pipeline that combines self-supervised image encoding, patient-level federated training, graph reasoning, and concept-bottleneck classification.

tushar-nayak/fungal-neo

A microscopy project for fungal species classification and future neural-field modeling of morphology from high-resolution biological image patches.

tushar-nayak/neural-anisotropic-diffusion

Course project for Medical Image Analysis

tushar-nayak/telesurgery_deformation

GitHub repository for code, experiments, and documentation.

tushar-nayak/grading-cbisddsm

Course project for Projects in Biomedical AI