What are the responsibilities and job description for the Computer Vision Analytics Engineer position at Harman?
Description & Requirements
Job Title: Computer Vision Analytics Engineer - Medical Video/Image Analytics
Job Description:
We are seeking Computer Vision Analytics Engineers to support a Medical Video Analytics Project. This initiative integrates real-time medical video processing, AI-powered computer vision, and cloud-based analytics to enhance endoscopic procedures and MRI imaging.
The role involves working on edge-to-cloud video processing pipelines, developing vision algorithms for real-time object detection, and building machine learning models that generate automated insights and recommendations for medical professionals.
Key Responsibilities:
- Work with real-time video feeds from robotic-assisted surgery and endoscopic procedures.
- Support remote and in-hospital control workflows for AI-enhanced video analytics.
- Process and analyze high-speed medical video streams at gigabit-per-second (Gbps) throughput.
- Ensure secure transmission of MRI and endoscopic video feeds from edge devices to the cloud.
- Develop scalable Edge-to-Cloud AI solutions, ensuring low-latency inference for various medical applications.
- Implement AI models that analyze video content and classify frames as useful or non-useful.
- Develop AI-driven video segmentation and classification models to filter relevant vs. non-relevant frames.
- Develop object detection, segmentation, and tracking models to identify anatomical structures, surgical instruments, and procedural steps in real time.
- Implement video enhancement and denoising techniques to improve image clarity and feature extraction.
- Deploy deep learning-based models for medical video analytics using TensorFlow, PyTorch, and OpenCV.
- Compare real-time footage with pre-trained medical video datasets to generate automated insights.
- Develop containerized AI models (Docker, Kubernetes) to ensure scalable deployment in hospital environments.
- Integrate AI-powered video analytics pipelines with cloud-based AI models (e.g., Azure AI)
- Ensure seamless bi-directional communication between cloud AI models and edge computing systems.
- Work closely with radiologists and healthcare professionals to fine-tune AI-driven video object detection and recommendations.
- Integrate AI-powered video analytics solutions with existing hospital PACS, DICOM storage, and medical imaging infrastructure.
- Ensure AI models comply with HIPAA, FDA, and medical device regulations for clinical deployment.
Qualifications:
- Demonstrated experience in computer vision, AI model development, and optimization.
- Experience working with medical videos, including MRI, endoscopy, ultrasound, echocardiograms, and OCR-based recognition.
- Proficiency in multimodal AI, integrating various medical imaging sources.
- Experience working closely with healthcare professionals and hospital workflows.
- Experience integrating AI models with hospital IT systems, PACS, and DICOM-based workflows.
- Proficiency in Python and experience with AI frameworks such as PyTorch, TensorFlow, OpenCV.
- Expertise in computer vision techniques, including Object detection (YOLO, SSD, Faster R-CNN), Image segmentation (U-Net, Mask R-CNN), Image classification (ResNet, EfficientNet, ViTs), Feature extraction (SIFT, SURF, ORB)
- Strong knowledge of machine learning techniques including Supervised, unsupervised, and self-supervised learning, CNNs, Vision Transformers (ViTs), GANs, attention-based networks, Random forests, SVMs, boosting algorithms
- Proficiency in data preprocessing, augmentation, normalization, and handling large-scale image datasets.
- Experience working with multi-GPU workloads for training and inference.
- Experience deploying models using containerization technologies (Docker, Kubernetes).
- Experience with high-performance computing (HPC) techniques for managing large-scale datasets.
- Background in federated learning for medical AI to enhance privacy-preserving model training.
- Prior experience in developing AI solutions for real-time clinical applications.
- Strong understanding of regulatory constraints in AI-driven medical applications.
- Ability to effectively communicate complex AI models to technical and non-technical stakeholders.
Pay Transparency
$ 129,750 - $ 190,300
Dependent on the position offered, other forms of compensation are also available, such as bonuses or commission.
Pay is based on a wide range of factors, including, without limitation, skill set, experience, training, location, and business need. While the above range is a reasonable estimate of the wage range for this position, please note the disclosed range estimate has not been adjusted for the applicable geographical differential associated with the location where the position may be filled.
Benefits
HARMAN is interested in the health and wellbeing of you and your family and offers a range of benefits designed to support your needs for holistic wellbeing. Benefits and perks may vary depending on the nature of your employment with HARMAN, and may include paid vacation and holidays, paid sick leave, volunteer leave, and paid bonding and care giver leave. Employees may also be eligible to participate in comprehensive medical, dental, and vision plans, fertility support and adoption assistance, Health Savings and Flexible Spending Accounts, retirement savings plan with employer match, short and long term disability coverage, life insurance, and more.
Please be aware that HARMAN recruiters will always communicate with you from an '@harman.com' email address. We will never ask for payments, banking, credit card, personal financial information or access to your LinkedIn/email account during the screening, interview, or recruitment process. If you are asked for such information or receive communication from an email address not ending in '@harman.com' about a job with HARMAN, please cease communication immediately and report the incident to us through: harmancareers@harman.com.
HARMAN is proud to be an Equal Opportunity / Affirmative Action employer. All qualified applicants will receive consideration for employment without regard to race, religion, color, national origin, gender (including pregnancy, childbirth, or related medical conditions), sexual orientation, gender identity, gender expression, age, status as a protected veteran, status as an individual with a disability, or other applicable legally protected characteristics.
Apply
HARMAN is an Equal Opportunity /Affirmative Action employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability or Protected Veterans status.
Salary : $129,750 - $190,300
