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How AI Imaging Is Transforming Satellite Imagery

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Manage episode 297999652 series 2954151
Contenuto fornito da Damien Deighan and Philipp Diesinger, Damien Deighan, and Philipp Diesinger. Tutti i contenuti dei podcast, inclusi episodi, grafica e descrizioni dei podcast, vengono caricati e forniti direttamente da Damien Deighan and Philipp Diesinger, Damien Deighan, and Philipp Diesinger o dal partner della piattaforma podcast. Se ritieni che qualcuno stia utilizzando la tua opera protetta da copyright senza la tua autorizzazione, puoi seguire la procedura descritta qui https://it.player.fm/legal.

In this episode we discuss the rapidly developing field of Satellite Imaging.

Our guests on this show are Heidi Hurst & Jerry He.

They are two remarkable industry Data Scientists with a strong academic pedigree and experience in the field of Satellite Image Processing. Heidi is based in Washington DC and Jerry is based in New York.

Join us as they discuss their journey into Satellite Imaging and share with us the latest developments in this fascinating and evolving area of Data Science.

Episode Summary

  • Why is satellite image processing such an exciting field?
  • What data sources is satellite image data based on?
  • What are the challenges in using satellite image data?
  • Sensors used in satellite imaging
  • Methods used in satellite imaging - Image Processing, Deep Learning, CNN
  • The Socio-economic applications
  • Industry Applications for Satellite Imaging - Agriculture, Supply Chain monitoring, Sales Prediction, Insurance
  • The Future of Satellite Imaging

RESOURCES:

Cool Visual - One Hour of active Satellites orbiting Earth:

https://www.reddit.com/r/dataisbeautiful/comments/j7pj62/oc_one_hour_of_active_satellites_orbiting_earth/?utm_source=share&utm_medium=ios_app&utm_name=iossmf

DOTA - https://captain-whu.github.io/DOTA/ - Open dataset for object detection in overhead imagery

COwC - https://gdo152.llnl.gov/cowc/ - Cars Overhead with Context - specific detection dataset for car counting algorithms

xView - http://xviewdataset.org/ - dataset put together by the National Geospatial Intelligence Agency for an object detection challenge, including some particularly rare classes

  continue reading

25 episodi

Artwork
iconCondividi
 
Manage episode 297999652 series 2954151
Contenuto fornito da Damien Deighan and Philipp Diesinger, Damien Deighan, and Philipp Diesinger. Tutti i contenuti dei podcast, inclusi episodi, grafica e descrizioni dei podcast, vengono caricati e forniti direttamente da Damien Deighan and Philipp Diesinger, Damien Deighan, and Philipp Diesinger o dal partner della piattaforma podcast. Se ritieni che qualcuno stia utilizzando la tua opera protetta da copyright senza la tua autorizzazione, puoi seguire la procedura descritta qui https://it.player.fm/legal.

In this episode we discuss the rapidly developing field of Satellite Imaging.

Our guests on this show are Heidi Hurst & Jerry He.

They are two remarkable industry Data Scientists with a strong academic pedigree and experience in the field of Satellite Image Processing. Heidi is based in Washington DC and Jerry is based in New York.

Join us as they discuss their journey into Satellite Imaging and share with us the latest developments in this fascinating and evolving area of Data Science.

Episode Summary

  • Why is satellite image processing such an exciting field?
  • What data sources is satellite image data based on?
  • What are the challenges in using satellite image data?
  • Sensors used in satellite imaging
  • Methods used in satellite imaging - Image Processing, Deep Learning, CNN
  • The Socio-economic applications
  • Industry Applications for Satellite Imaging - Agriculture, Supply Chain monitoring, Sales Prediction, Insurance
  • The Future of Satellite Imaging

RESOURCES:

Cool Visual - One Hour of active Satellites orbiting Earth:

https://www.reddit.com/r/dataisbeautiful/comments/j7pj62/oc_one_hour_of_active_satellites_orbiting_earth/?utm_source=share&utm_medium=ios_app&utm_name=iossmf

DOTA - https://captain-whu.github.io/DOTA/ - Open dataset for object detection in overhead imagery

COwC - https://gdo152.llnl.gov/cowc/ - Cars Overhead with Context - specific detection dataset for car counting algorithms

xView - http://xviewdataset.org/ - dataset put together by the National Geospatial Intelligence Agency for an object detection challenge, including some particularly rare classes

  continue reading

25 episodi

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