Posted:23 hours ago|
Platform:
On-site
Full Time
OpEase Technologies builds a high-precision, web-based surgical planning platform for orthopedic and spine surgeons. Doctors use OpEase to securely store patient data, upload X-rays, calibrate, measure, and plan surgeries through advanced geometry tools and clinical logic.
• Landmark/keypoint detection models for vertebrae, femur/tibia, pelvis, etc.
• Heatmap regression networks for anatomical feature extraction
• End-to-end inference pipeline integrated into our MERN + Cornerstone-based viewer
• Continuous evaluation pipelines for accuracy, latency, and failure-case analysis
• Architect and train models for 2D→3D anatomical prediction using multi-view geometry, implicit fields, NeRF/DVGO variants, or transformer-based approaches
• Build landmark detection modules for calibration, templating, and surgical planning
• Design the autosuggestion engine: tool intent prediction, context modelling, clinical-rule integration
• Manage data pipelines for X-ray preprocessing, augmentation, versioning, annotation QC, and synthetic dataset generation
• Validate models with surgeons; refine based on clinical feedback
• Deploy models to production (REST endpoints, ONNX/TensorRT optimization, GPU/CPU fallback)
• Maintain experiment logs, metrics dashboards, and detailed model documentation
• Proven ability to independently take a model from idea → dataset → training → evaluation → production
• Strong mathematical grounding in 3D geometry, camera models, coordinate transforms, and projection systems
• Excellent documentation and communication skills
• Experience with NeRFs, implicit neural representations, depth inference, or differentiable rendering
• Experience building autosuggestion systems, ranking models, or intent prediction in complex workflows
• You will own the foundational AI layer for India’s most advanced orthopedic planning platform
• Clear, well-scoped problems and direct access to clinicians who use your models
• Chance to build category-defining medical AI from the ground up
• High ownership, high-impact role in a company scaling rapidly across India and global markets
OpEase
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