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The Seventh Annual Tom Tom Founders Festival is a week-long celebration of innovators, visionaries, and artists who are shaping small cities. The Festival occurs at dozens of venues throughout downtown Charlottesville. 

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Thursday, April 12 • 3:25pm - 3:55pm
Training Drone Image Models with Grand Theft Auto Full

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Computer vision models often require large amounts of labeled and domain-relevant data for effective training. For analyzing drone video, models trained on existing computer vision datasets such as ImageNet don’t always transfer to the desired domain well. CCRi Data Scientist Monica Rajendiran will describe how she and her team take advantage of the photo-realism and access to high-level semantic information in the video game Grand Theft Auto to train computer vision models that can perform object detection and image captioning on real drone, security camera, and even infrared footage in the face of poor video quality, compression artifacts, and clutter.

Speakers
avatar for Monica Rajendiran

Monica Rajendiran

Data Scientist, CCRi
Monica Rajendiran is a Data Scientist at CCRi, where she researches and develops deep learning techniques for machine aided object detection and text generation in full motion video. When not working on personal machine learning projects, she’s running Charlottesville’s many... Read More →

Sponsors
avatar for Capital One

Capital One

Capital One is a diversified bank that offers a broad array of financial products and service to consumers, small businesses and commercial clients. 
avatar for S&P Global

S&P Global

S&P Global Inc. (prior to April 2016 McGraw Hill Financial, Inc., and prior to 2013 McGraw Hill Companies) is an American publicly traded corporation headquartered in New York City. Its primary areas of business are financial information and analytics. It is the parent company of S&P Global Ratings, S&P Global Market Intelligence, and... Read More →




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