AIML Engineer (Medical Imaging)

8 - 13 years

18 - 33 Lacs

Posted:2 days ago| Platform: Naukri logo

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Work Mode

Hybrid

Job Type

Full Time

Job Description

Role & responsibilities

  • Bachelors, Masters, or Ph.D. in Computer Science, Data Science, Biomedical Engineering, or related field with focus on AI, ML, or Computer Vision.
  • 8+ years of hands-on experience in AI/ML model development with strong exposure to computer vision and imaging applications.
  • Expert-level proficiency in Python and deep learning frameworks such as PyTorch and TensorFlow.
  • Experience in 2D and 3D medical imaging (CT, MRI, Ultrasound, TEE) and DICOM data handling.
  • Strong understanding of 3D geometry, camera calibration, stereo vision, and multi-view reconstruction.
  • Experience in segmentation, registration, and object tracking within medical image contexts.
  • Proficiency with classical computer vision techniques (OpenCV, PCL, feature detection, structure-from-motion, SLAM, etc.).
  • Knowledge of generative and reconstruction models (GANs, VAEs, Diffusion Models) and fine-tuning methods for domain-specific applications.
  • Experience with data preprocessing, augmentation, and pipeline automation for large-scale medical datasets.
  • Familiarity with MLOps, containerization (Docker), and deployment workflows for cloud and edge environments.
  • Experience using cloud platforms (AWS, Azure, or GCP) for model training and large dataset management.

Strong software engineering fundamentals — version control (Git), testing, CI/CD, and documentation practices.

Preferred candidate profile

  • Experience in endoscopy imaging, image mosaicing, and fusion with ultrasound imaging.
  • Experience in 3D visualization, rendering, and medical image annotation tools.
  • Knowledge of reinforcement learning or self-supervised learning techniques for imaging applications.
  • Background in signal processing or physics-based imaging reconstruction methods.
  • Exposure to regulatory and quality systems in medical device software development (e.g., ISO 13485, IEC 62304).

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