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Robin Cole

@robmarkcole.bsky.social

Tackling the worlds toughest challenges with AI & ML applied to satellite & aerial imagery https://www.satellite-image-deep-learning.com/

725 Followers  |  293 Following  |  7 Posts  |  Joined: 18.11.2024  |  1.8226

Latest posts by robmarkcole.bsky.social on Bluesky

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Excited to share that the first paper of my PhD has been accepted for publication at the ISPRS Geospatial Week 2025! This dataset paper introduces a globally representative, high-resolution (10m) benchmark dataset for Above Ground Biomass estimation.

27.01.2025 13:21 β€” πŸ‘ 25    πŸ” 5    πŸ’¬ 2    πŸ“Œ 1
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Deepness QGIS plugin With Marek Kraft

This is great stuff from Robin Cole and Marek Kraft

www.satellite-image-deep-learning.com/p/deepness-q...

19.12.2024 22:44 β€” πŸ‘ 7    πŸ” 2    πŸ’¬ 1    πŸ“Œ 0

Thanks for sharing πŸ™

21.12.2024 18:56 β€” πŸ‘ 4    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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Prithvi-EO-2.0: A Versatile Multi-Temporal Foundation Model for Earth Observation Applications

github.com/NASA-IMPACT/...

05.12.2024 12:49 β€” πŸ‘ 12    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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🌍 How can AI transform hurricane forecasting?

NASA’s Prithvi AI model, built on decades of open data, is helping scientists uncover new insights about hurricanes while making forecasting more accessible to all.

πŸ”— Listen: www.nasa.gov/podcasts/cur...

#OpenScience #ClimateTech #DisasterResponse

25.11.2024 22:46 β€” πŸ‘ 10    πŸ” 5    πŸ’¬ 0    πŸ“Œ 0

Can you DM me your email?

26.11.2024 19:23 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

The bad dads are the ones that don’t bother..!

26.11.2024 19:22 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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New AI tool generates realistic satellite images of future flooding With help from AI, MIT scientists developed a method that generates satellite imagery from the future to depict how a region would look after a potential flooding event.

news.mit.edu/2024/new-ai-... #space #satellite #algorithm #disaster #hydrology #GAN

25.11.2024 19:25 β€” πŸ‘ 12    πŸ” 2    πŸ’¬ 0    πŸ“Œ 0

The EarthDaily platform will be public access soon

26.11.2024 07:26 β€” πŸ‘ 4    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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People are using Google study software to make AI podcastsβ€”and they’re weird and amazing NotebookLM is a surprise hit. Here are some of the ways people are using it.

AI may sound more β€œnatural” than how we, many of us, scientists speak.. am I too cynical to think that we could actually learn from this www.technologyreview.com/2024/10/03/1...

24.11.2024 07:23 β€” πŸ‘ 6    πŸ” 1    πŸ’¬ 0    πŸ“Œ 1
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Here is an example of semantic segmentation of man-made structures (suburban housing in this case) with a FCN using UNET architecture. The houses missed were built after the GEE image was archived. See my shared COLAB notebook at

colab.research.google.com/drive/136YAV...

for the details.

23.11.2024 13:35 β€” πŸ‘ 12    πŸ” 2    πŸ’¬ 0    πŸ“Œ 0
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TorchSpatial offers a comprehensive framework and benchmark suite designed to advance Spatial Representation Learning (SRL).

github.com/seai-lab/Tor...

23.11.2024 12:06 β€” πŸ‘ 6    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Contrasting local and global modeling with machine learning and satellite data: A case study estimating tree canopy height in African savannas

Are geospatial foundation models actually useful? πŸ€”
Rolf et al. find a small MLP trained on curated local lidar data to outperform published tree canopy height maps & fine-tuned foundation models in a case study in south-eastern Africa. @estherrolf.bsky.social
arxiv.org/html/2411.14...

22.11.2024 09:47 β€” πŸ‘ 11    πŸ” 1    πŸ’¬ 0    πŸ“Œ 0
Source Cooperative Source Cooperative is a neutral, non-profit data-sharing utility that allows trusted organizations to share data without purchasing a data portal SaaS subscription or managing infrastructure. Source a...

Proper release Friday when we merge docs, but if you can't wait:
1. Clay v1.5 Largest #AIforEarth model, works with any satellite. huggingface.co/made-with-cl...
2. Also embedded the ENTIRE naip archive. 10b embeddings
source.coop/repositories...
All open source, open data, open license. #satsummit

19.11.2024 12:51 β€” πŸ‘ 12    πŸ” 4    πŸ’¬ 1    πŸ“Œ 1

I've initiated a starter pack with researchers working on Deep Learning (SSL, generative models, foundation models, deep learning at scale...) for Earth observation/remote sensing that I know/that I've found on this network!

-> Don't hesitate to ping me to be added/removed! 🌏

go.bsky.app/EKVwvde

18.11.2024 21:01 β€” πŸ‘ 51    πŸ” 14    πŸ’¬ 22    πŸ“Œ 1

Hello world πŸ‘‹

18.11.2024 05:58 β€” πŸ‘ 11    πŸ” 0    πŸ’¬ 2    πŸ“Œ 0

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