via Career pages·Yesterday
Computer Vision Engineer- Medical Imaging
Infosys
Full-timeOn-site
Location:Pune , IndiaType:Full-timePosted:Yesterday
The AI/ML Engineer will lead the design and implementation of advanced imaging algorithms for a next-generation healthcare platform focused on 3D reconstruction from medical modalities such as TEE and CT. This role involves applying state-of-the-art machine learning, deep learning, and computer vision techniques to enhance medical image understanding, segmentation, and reconstruction. The candidate will collaborate with cross-functional teams including frontend, backend, QA, DevOps, and clinicians to build AI-driven imaging solutions.
- Design, develop, and optimize AI/ML algorithms for medical image analysis, segmentation, and 3D reconstruction from TEE and CT images.
- Research and implement advanced deep learning architectures including CNNs, GANs, VAEs, and Diffusion Models for medical imaging tasks.
- Develop robust 3D reconstruction pipelines from 2D image data and multi-view geometries, tailored to medical imaging workflows.
- Perform multimodal image registration (CT-CT, CT-MRI, Fluro-Endo, 2D-3D) and develop tools for alignment, calibration, and fusion.
- Enhance and denoise medical images using advanced computer vision and AI-based enhancement techniques.
- Work extensively with DICOM data, integrating with PACS systems for data ingestion and retrieval.
- Collaborate with teams for dataset curation, labeling, and ground truth generation.
- Develop scalable training and inference pipelines on cloud platforms (AWS preferred; Azure/GCP acceptable).
- Ensure reproducibility and traceability in experiments using MLOps practices (Docker, MLflow, or similar).
- Collaborate with software engineers to integrate AI components into production-grade imaging applications.
- Document research findings, maintain version-controlled repositories, and contribute to technical publications or IP filings.
- Stay up-to-date with emerging trends in AI, computer vision, and medical imaging technologies.
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