- Research and development of big data analytics for object detection and summarization in aerial video.
- Designed an adaptive thresholding algorithm for video summarization which adjusts keyframe extraction rates based on a deep learning feedback loop.
- Research and development of big data analytics for text spotting and extraction in videos.
- Developed a text localization algorithm using Gaussian Mixture-based background subtraction with blob detection.
- Applied deep learning to classify the image regions and generate character sequence output.
Background
A Machine Learning Scientist with 20+ years of experience in research and development. His research interests include Machine Learning/Deep Learning, Computer Vision, Natural Language Processing (NLP), and Information Retrieval.