Senior Research Engineer
Netpace
Senior Research Engineer, Computer Vision
Position: Senior Research Engineer, Computer Vision
Responsibilities:
- Advance computer vision algorithms for semantic scene segmentation, motion tracking, image modeling, image registration, and 3D model reconstruction to promote integration of CG, CV, AI and image processing technologies into a unified pipeline to provide a tool chain for better digital reality experience
- Develop vision-based indoor and outdoor positioning systems that process multi-modal information from multiple sensors, design visual location recognition systems that are robust to variations in the capture conditions and viewpoint changes
- Implement optimized and accurate solutions for on-device that use reduced memory and run in real-time
- Work with multiple 3rd Party SDKs to integrate computer vision algorithms, AR/VR tracking, and haptics applications to build experimental prototypes
Qualifications:
- PhD or MS in Computer Science, Electrical Engineering or a related field
- At least three-year experience in computer vision
- Essential hands-on experience in developing computer vision solutions involving:
- State-of-the-art intensity and feature based image/video registration and alignment algorithms for camera calibration, photogrammetry, depth estimation and structure from motion
- Reconstruction and updating a map of the environment while simultaneously keeping track of sensor location (SLAM), georeferencing and positioning
- Clustering parts of images together which belong to the same object class
- Solid understanding and extensive experience with object detection and recognition based on deep learning:
- Involving ResNet, DenseNet, MobileNet, YOLO, VGG, etc.
- Preferably implemented with TensorFlow library
- Well versed in the state-of-the-art in real time 2D and 3D data processing, feature design, training, cross-validation, feature down-selection, performance evaluation
- Experience in technologies for AR/VR, haptics, 3D graphics including rendering and simulation
- Experience in working with data from RGB cameras, IR cameras, depth cameras
- Experience operating on large datasets, data collection, data labeling
- Very strong implementation skills in C++, Python using OpenCV
- Research publications at good venues are a plus
- Highly motivated to work as a team player and as an individual contributor
- Comfortable working in a fast-paced environment, and a can-do attitude
- Good oral and written communication, interpersonal skills and fluency in English.
Vacancy posted 3 days ago
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