🚀 Great to deliver the #PlotToSat workshop at #ML4EO! We also introduced the new spectral indices support for the first time. Thanks to the 18 workshop participants for the excellent discussions and feedback. 📖 Slides and code: github.com/MiltoMiltiad... 👉 Keep the date, 5th ML4EO: 14-16 June, 2027

Traffic on PlotToSat’s GitHub repository over the last 14 days: - 67 clones (42 unique) - 381 views (185 unique) Great to see growing interest! 😀😁😄😁😆

📢 We're holding a workshop on PlotToSat at the 4th Machine Learning for Earth Observation (ML4EO) conference! Abstract submission (ml4eo.org/call-for-abs...) and registration (ml4eo.org/registration/) are open. Limited early bird tickets available! @drmiltiadou.bsky.social #timeseries #eo #ml

Counting 227 Github clones since May! 🎉 Link: github.com/Art-n-MathS/...

📢PlotToSAT on-site workshop at ForestSAT conference (@forestsat.bsky.social)! Includes demonstration of new feature of extracting time-series at multiple regions defined in .shp & GEE intro. Check the details here: carlos-alberto-silva.github.io/silvalab/For... Github: github.com/Art-n-MathS/...

GitHub - Art-n-MathS/PlotToSat: PlotToSat can extract time-series from Sentinel-1 and Sentinel-2 at multiple to thousands of plots (circular regions)

PlotToSat can extract time-series from Sentinel-1 and Sentinel-2 at multiple to thousands of plots (circular regions) - GitHub - Art-n-MathS/PlotToSat: PlotToSat can extract time-series from Senti...

github.com

✨We have just enabled GitHub Discussion for PlotToSat ✨ 💡GitHub Discussions is a space where anyone can ask questions, share ideas, suggest improvements 🛠️ 🤝 Community input is what turns a good tool into a great one! Join the discussion here 👉 github.com/Art-n-MathS/...

Art-n-MathS PlotToSat · Discussions

Explore the GitHub Discussions forum for Art-n-MathS PlotToSat. Discuss code, ask questions & collaborate with the developer community.

github.com

✨ Abstract submission now open for the 4th Machine Learning for Earth Observation (#ML4EO) 2026. 📍 University of Exeter UK 📅 22–24 June 📝 Submit by 31 March 👉 ml4eo.org/call-for-abs... ML4EO brings together academic & industry experts in machine learning, remote sensing, and geospatial analysis.

PlotToSat has been cloned 158 times since May 20th, 2025!! :D Downloads are not counted, so the number shall be much higher. You may download PlotToSat and start extracting time-series of Sentinel-1 and Sentinel-2 quickly on the Google Earth Engine cloud: github.com/Art-n-MathS/...

GitHub - Art-n-MathS/PlotToSat: PlotToSat can extract time-series from Sentinel-1 and Sentinel-2 at multiple to thousands of plots (circular regions)

PlotToSat can extract time-series from Sentinel-1 and Sentinel-2 at multiple to thousands of plots (circular regions) - GitHub - Art-n-MathS/PlotToSat: PlotToSat can extract time-series from Senti...

github.com

🌱 Upcoming Workshop: PlotToSat: Extraction of Sentinel-1 and Sentinel-2 time-series at multiple regions 🌱 📅 Date: November 13, 2025 ⏰ Time: 9:00 AM – 2:00 PM (EST) 🔗https://event.fourwaves.com/forestsatworkshopseries

✨ It was a nice surprise to see PlotToSat featured in the Environmental Intelligence Network Newsletter today! Grateful for the recognition and excited to see growing interest in using #time-series #EO satellite to better understand our environment. 🌍🛰 Paper: www.sciencedirect.com/science/arti...

🚀 Excited that ForestSAT will be hosting a workshop on "Extracting Sentinel-1 & Sentinel-2 time-series with PlotToSat" delivered by @drmiltiadou.bsky.social ! 🌍🌲 📅 Date: 13th November 🛠️ Includes a quick intro to Google Earth Engine & Python API PlotToSat paper: www.sciencedirect.com/science/arti...

ForestSAT@forestsat.bsky.social · 11mo ago

🌲Join the ForestSAT 2026 Pre-Conference Virtual Workshop Series! 🗓️ Dates: October 2025 – April 2026 🌐 Format: Online 🔗 Learn more & register: carlos-alberto-silva.github.io/silvalab/For...

PlotToSat clones keep increasing! 🚀 17 unique clones today — and the day's not even over yet! 😄

Great to attend the "GW4 AI, Climate, Adaptation & Net Zero" Workshop at @UniofBath — inspiring talks & great organisation! PlotToSat @plottosat.bsky.social for multi-region EO time-series extraction: github.com/Art-n-MathS/... DM for updates (shapefile support & indices)!

On my way to Living Planet Symposium #LPS25! Looking forward to meeting many of you in Vienna. Please reach out if you would like to learn more about @plottosat.bsky.social

Just started tracking daily unique clones of PlotToSat — 7 in the last 14 days! 🚀 Not bad for a start. :D

Application of PlotToSat on correlating JULES vegetation/soil carbon and net primary productivity at UK Greenbelts will be presented at ML4EO conference! Contact @drmiltiadou.bsky.social to arrange meeting on side if you need help to start using PlotToSat. :)

Milto Miltiadou@drmiltiadou.bsky.social · last yr.

🚀 The Machine Learning for Earth Observation (#ML4EO) conference is approaching (June 18–20). Registration closes on June 11! Limited student grants available. 5 Keynotes: ml4eo.org/keynotes 2 Workshops: ml4eo.org/workshops Many high quality presentations! Full Schedule: ml4eo.org/programme #ML #EO

Interested in extracting EO 🛰️ time-series at multiple plot regions? @plottosat.bsky.social makes it easy Follow us for updates, research and news! Paper: www.sciencedirect.com/science/arti... Code: #EO #forest #ML #time-series Tutorial: www.youtube.com/watch?v=ItaZ... #EO #forest #ML #time-series

PlotToSat: A tool for generating time-series signatures from Sentinel-1 and Sentinel-2 at field-based plots for machine learning applications

PlotToSat offers a practical and time efficient way to the challenge of extracting time-series from multiple Earth Observation (EO) datasets at numero…

sciencedirect.com

This tutorial will guide you through the core functionalities of PlotToSat. It will help you quickly extract Sentinel-1 🛰️ and Sentinel-2 🛰️ time series at multiple plot regions. The centres of the plots are defined in an input .csv file. #EO #ML #time-series #forests 🌲 @drmiltiadou.bsky.social

PlotToSat :)

YouTube video by Milto Miltiadou

youtube.com

This tutorial will guide you through the core functionalities of PlotToSat. It will help you quickly extract Sentinel-1 🛰️ and Sentinel-2 🛰️ time series at multiple plot regions. The centres of the plots are defined in an input .csv file. #EO #ML #time-series #forests 🌲 @drmiltiadou.bsky.social

PlotToSat :)

YouTube video by Milto Miltiadou

youtube.com