Experience

Kornia · June 2026 – present

Open-Source Contributor

• Added MAE, RMSE, and bad-pixel stereo disparity metrics, with tests and documentation.
• Removed import-time TorchScript decorators across the geometry module, which improves import behaviour across the library.

• Disparity metrics (PR #3743)
• TorchScript fix (PR #3757)

Vision Dental · June 2025 – September 2025

Computer Vision Researcher

• Built a GPU-accelerated CT reconstruction and 3D U-Net pipeline that segments and classifies scans, producing reports at the level of individual teeth and lesions.
• Added ensemble-based voxel uncertainty, temperature calibration, and abstention on high-risk predictions when confidence is low.

Politecnico di Milano & Bocconi AI and Neuroscience Association · September 2024 – June 2025

Computer Vision Lead, Intelligent Prosthetic Arm

• Led 3D scene perception for an EEG-controlled prosthetic arm, combining object detection, monocular depth, segmentation, hand tracking, and Kalman-filtered state estimation.
• Implemented real-time grasp validation from object geometry and hand pose, with a graphical demonstrator and a containerized deployment.

• Code (GitHub)
• Report (ResearchGate)

Accenture · June 2025 – September 2025

Machine Learning Engineer, Data and AI

• Built a BERT and medical-LLM pipeline mapping diagnoses to a 20,000-class medical ontology with 94% accuracy.
• Increased OCR and OpenCV document throughput from 2 to 15 documents per minute, a 7.5 times improvement.