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Sangram Ganguly: "Scaling Deep Learning Models to High Resolution Satellite Image Classification on the NASA Earth Exchange Platform."

Abstract: NASA Earth Exchange (NEX) is a collaborative supercomputing facility housed in the NASA Ames High-end Computing Facility. Some of the key projects inside of NEX use computational methods, physical models and new analytical techniques to derive insights from massive data generated from a suite of satellite-derived imagery products. These datasets are geared towards mission-centric requirements, however, they are widely used by the scientific research community, stakeholders and commercial companies for a number of applications. We at NEX have invested on new hardware technologies and state-of-art machine learning models to classify and segment land cover objects from very high resolution satellite and airborne imagery and scaled it at continental scales by processing almost a quarter million image scenes every year to derive features that are critical for decision making for a number of government agencies. Here we will showcase some of the work that is being currently performed inside of NEX on the application of deep learning algorithms for land cover classification, crop segmentation, and climate downscaling.

Bio: Sangram Ganguly is a research scientist in the Biosphere Science Branch at NASA Ames Research Center and at the Bay Area Environmental Research Institute. His work leverages expertise across a range of disciplines, including cloud computing solutions for big data science and analytics, machine learning, advanced satellite remote sensing and image analytics, and climate sciences. Sangram did his Ph.D at Boston University; prior to that, he graduated with an Integrated Masters (B.S. & M.S.) degree in geosciences from the Indian Institute of Technology (IIT), Kharagpur, India in 2004. Sangram is an active panelist for the National Science Foundation and NASA carbon and ecosystem programs, as well as a science team member for the NASA Carbon Monitoring System Program. His research has been highlighted in mainstream news media and he is the recipient of five NASA achievement in the fields of ecosystem forecasting, climate science, and remote sensing. Sangram is also a co-founding member of the NASA Earth eXchange (NEX, https://nex.nasa.gov) Collaborative and Supercomputing Facility at NASA Ames, and a founding member and developer of the OpenNEX Platform (https://nex.nasa.gov/opennex).

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