Deep Telemetry
![arial shot of a city with streets and houses - left side in shadow, right side in light](https://ssrc-mit-edu.ezproxyberklee.flo.org/wp-content/uploads/2020/11/deep-telemetry.png)
Satellite imagery provides an incredibly rich source of data, but it is often challenging to utilize. In this project, we are developing advanced methods in image processing to accurately extract information from images, periodically and in a fully automated fashion. Our methods leverage a variety of techniques from deep learning such as Convolutional Neural Networks and Generative Adversarial Networks to locate, augment, or identify various objects within an urban setting, including buildings, cars, vegetation, etc. Our end goal is to advance, merge, and customize these methods for various applications, such as the analysis of urban dynamics, assessment of disaster damage, (e.g. flooding), or even the detection of overcrowded parking areas.
RESEARCH AREAS
![line drawing of a head in profile with a microchip overlaying the brain area of the head](https://ssrc-mit-edu.ezproxyberklee.flo.org/wp-content/uploads/2023/11/Machine-Learning.png)
Machine Learning
![line drawing of a cloud in the top of the image with three lines coming down out of it going to line drawings of a phone, laptop, and tablet](https://ssrc-mit-edu.ezproxyberklee.flo.org/wp-content/uploads/2023/11/Systems-and-Networking.png)
Systems & Networking
IMPACT AREAS
![line drawing of three blades of wheat rising up out of the ground, indicated by horizontal lines across the bottom](https://ssrc-mit-edu.ezproxyberklee.flo.org/wp-content/uploads/2023/11/Agriculture.png)
Agriculture
![line drawing of a wind turbine with three blades that spin from a central point on a tall pole, with circular lines between the blades indicating the turbine in moving](https://ssrc-mit-edu.ezproxyberklee.flo.org/wp-content/uploads/2023/11/Energy.png)
Energy
![line drawing of an airplane taking off with a line below it indicating the runway](https://ssrc-mit-edu.ezproxyberklee.flo.org/wp-content/uploads/2023/11/Transportation.png)