Global and Dense Embeddings of Earth: Major TOM Floating in the Latent Space
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2412.05600
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Published
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7
European Space Agency Φ-lab
company
AI & ML interests
ESA’s Φ-lab mission is to accelerate the future of Earth Observation (EO) by means of transformational innovations, i.e. innovations that completely transform or create entire industries via new technologies, with the aim to strengthen the world-leading competitiveness of the European EO industrial and research sectors.
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mikonvergence
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mikonvergence
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mikonvergence
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an
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4 months ago
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2246
𝐍𝐞𝐰 𝐑𝐞𝐥𝐞𝐚𝐬𝐞: 𝐌𝐚𝐣𝐨𝐫 𝐓𝐎𝐌 𝐃𝐢𝐠𝐢𝐭𝐚𝐥 𝐄𝐥𝐞𝐯𝐚𝐭𝐢𝐨𝐧 𝐌𝐨𝐝𝐞𝐥 𝐄𝐱𝐩𝐚𝐧𝐬𝐢𝐨𝐧 🗺️
Dataset: Major-TOM/Core-DEM
Today with European Space Agency - ESA and Adobe Research, we release a global expansion to Major TOM with GLO-30 DEM data.
You can now instantly access nearly 2M of Major TOM samples with elevation data to build your next AI model for EO. 🌍
🔍 Browse the data in our usual viewer app: Major-TOM/MajorTOM-Core-Viewer
Fantastic work championed by Paul Borne--Pons @NewtNewt 🚀
Dataset: Major-TOM/Core-DEM
Today with European Space Agency - ESA and Adobe Research, we release a global expansion to Major TOM with GLO-30 DEM data.
You can now instantly access nearly 2M of Major TOM samples with elevation data to build your next AI model for EO. 🌍
🔍 Browse the data in our usual viewer app: Major-TOM/MajorTOM-Core-Viewer
Fantastic work championed by Paul Borne--Pons @NewtNewt 🚀
mikonvergence
posted
an
update
9 months ago
Post
1501
𝗠𝗮𝗷𝗼𝗿 𝗧𝗢𝗠: 𝗣𝗹𝗮𝗻𝗲𝘁 𝗘𝗮𝗿𝘁𝗵 𝗶𝘀 𝗯̶𝗹̶𝘂̶𝗲̶ 𝟱.𝟰𝟬𝟱 𝗚𝗛𝘇
🚨 EXPANSION RELEASE: 𝗦𝗲𝗻𝘁𝗶𝗻𝗲𝗹-𝟭 𝗶𝘀 𝗻𝗼𝘄 𝗮𝘃𝗮𝗶𝗹𝗮𝗯𝗹𝗲 in the MajorTOM-Core!
Major-TOM/Core-S1RTC
🏎 Together with @aliFrancis we've been racing to release the first official expansion to the Major TOM project.
MajorTOM-Core-S1RTC contains 1,469,955 of SAR images paired to Sentinel-2 images from Core-S2.
🔍We cover more than 65% of the optical coverage with an average time shift of 7 days.
16 TB of radiometrically calibrated SAR imagery, available in the exact same format as the existing Major-TOM data.
🗺️ You can explore instantly in our viewing app:
Major-TOM/MajorTOM-Core-Viewer
So, what now?
🧱 𝐂𝐨𝐦𝐦𝐮𝐧𝐢𝐭𝐲 𝐆𝐫𝐨𝐰𝐭𝐡: our community continues to grow! To coordinate the upcoming expansions as well as use cases of the open data, we will organise a meet up on 23 April, you can 𝐫𝐞𝐠𝐢𝐬𝐭𝐞𝐫 𝐲𝐨𝐮𝐫 𝐢𝐧𝐭𝐞𝐫𝐞𝐬𝐭 here: https://forms.gle/eBj8JvibJx9b6PLf9
🚂 𝐎𝐩𝐞𝐧 𝐃𝐚𝐭𝐚 𝐟𝐨𝐫 𝐎𝐩𝐞𝐧 𝐌𝐨𝐝𝐞𝐥𝐬: Major-TOM Core dataset is currently supporting several strands of ongoing research within and outwith our lab and we are looking forward to the time when we can release models that take advantage of that data! https://huggingface.co/Major-TOM
📌 𝐏𝐨𝐬𝐭𝐞𝐫 𝐚𝐭 𝐈𝐆𝐀𝐑𝐒𝐒: We will present Major TOM project as a poster at IGARSS in Athens (July) - come talk to us if you're there! You can access the paper here: Major TOM: Expandable Datasets for Earth Observation (2402.12095)
🌌 Developed at European Space Agency Φ-lab in partnership with Hugging Face
🚨 EXPANSION RELEASE: 𝗦𝗲𝗻𝘁𝗶𝗻𝗲𝗹-𝟭 𝗶𝘀 𝗻𝗼𝘄 𝗮𝘃𝗮𝗶𝗹𝗮𝗯𝗹𝗲 in the MajorTOM-Core!
Major-TOM/Core-S1RTC
🏎 Together with @aliFrancis we've been racing to release the first official expansion to the Major TOM project.
MajorTOM-Core-S1RTC contains 1,469,955 of SAR images paired to Sentinel-2 images from Core-S2.
🔍We cover more than 65% of the optical coverage with an average time shift of 7 days.
16 TB of radiometrically calibrated SAR imagery, available in the exact same format as the existing Major-TOM data.
🗺️ You can explore instantly in our viewing app:
Major-TOM/MajorTOM-Core-Viewer
So, what now?
🧱 𝐂𝐨𝐦𝐦𝐮𝐧𝐢𝐭𝐲 𝐆𝐫𝐨𝐰𝐭𝐡: our community continues to grow! To coordinate the upcoming expansions as well as use cases of the open data, we will organise a meet up on 23 April, you can 𝐫𝐞𝐠𝐢𝐬𝐭𝐞𝐫 𝐲𝐨𝐮𝐫 𝐢𝐧𝐭𝐞𝐫𝐞𝐬𝐭 here: https://forms.gle/eBj8JvibJx9b6PLf9
🚂 𝐎𝐩𝐞𝐧 𝐃𝐚𝐭𝐚 𝐟𝐨𝐫 𝐎𝐩𝐞𝐧 𝐌𝐨𝐝𝐞𝐥𝐬: Major-TOM Core dataset is currently supporting several strands of ongoing research within and outwith our lab and we are looking forward to the time when we can release models that take advantage of that data! https://huggingface.co/Major-TOM
📌 𝐏𝐨𝐬𝐭𝐞𝐫 𝐚𝐭 𝐈𝐆𝐀𝐑𝐒𝐒: We will present Major TOM project as a poster at IGARSS in Athens (July) - come talk to us if you're there! You can access the paper here: Major TOM: Expandable Datasets for Earth Observation (2402.12095)
🌌 Developed at European Space Agency Φ-lab in partnership with Hugging Face
aliFrancis
posted
an
update
10 months ago
Post
🗺 Major TOM: Expandable Datasets for Earth Observation
🚨 RECORD-BREAKING EO DATASET: the largest ever ML-ready Sentinel-2 dataset! It covers almost every single point on Earth captured by the Copernicus Sentinel-2 satellite. @mikonvergence and I are thrilled to finally announce the release of Major-TOM/Core-S2L2A and Major-TOM/Core-S2L1C
🌍 About half of the entire planet is covered. That's 2,245,886 patches of 1068 x 1068 pixels, available in both L1C and L2A. At 10 m resolution, we've got 256 million square km with over 2.5 trillion pixels. It's all yours with a few lines of code. See the paper linked below 🔽 for more info!
🧱 And this is just the beginning. We are currently preparing more datasets from different satellites for the Major TOM org. TOM stands for Terrestrial Observation Metaset - a simple set of rules for building an ecosystem of ML-ready EO datasets, which can be seamlessly combined as if they were Lego bricks.
🚴♀️ Want to take the dataset for a spin? We have a viewer app on spaces that lets you go anywhere on Earth and shows you the data, if its available Major-TOM/MajorTOM-Core-Viewer
📰 Preprint paper: Major TOM: Expandable Datasets for Earth Observation (2402.12095)
💻 Colab example: https://colab.research.google.com/github/ESA-PhiLab/Major-TOM/blob/main/03-Filtering-in-Colab.ipynb
Thank you to the amazing 🤗Hugging Face team for the support on this one! @osanseviero @lhoestq @BrigitteTousi
🚨 RECORD-BREAKING EO DATASET: the largest ever ML-ready Sentinel-2 dataset! It covers almost every single point on Earth captured by the Copernicus Sentinel-2 satellite. @mikonvergence and I are thrilled to finally announce the release of Major-TOM/Core-S2L2A and Major-TOM/Core-S2L1C
🌍 About half of the entire planet is covered. That's 2,245,886 patches of 1068 x 1068 pixels, available in both L1C and L2A. At 10 m resolution, we've got 256 million square km with over 2.5 trillion pixels. It's all yours with a few lines of code. See the paper linked below 🔽 for more info!
🧱 And this is just the beginning. We are currently preparing more datasets from different satellites for the Major TOM org. TOM stands for Terrestrial Observation Metaset - a simple set of rules for building an ecosystem of ML-ready EO datasets, which can be seamlessly combined as if they were Lego bricks.
🚴♀️ Want to take the dataset for a spin? We have a viewer app on spaces that lets you go anywhere on Earth and shows you the data, if its available Major-TOM/MajorTOM-Core-Viewer
📰 Preprint paper: Major TOM: Expandable Datasets for Earth Observation (2402.12095)
💻 Colab example: https://colab.research.google.com/github/ESA-PhiLab/Major-TOM/blob/main/03-Filtering-in-Colab.ipynb
Thank you to the amazing 🤗Hugging Face team for the support on this one! @osanseviero @lhoestq @BrigitteTousi
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mikonvergence
authored
2
papers
10 months ago
aliFrancis
authored
a
paper
10 months ago
mikonvergence
authored
a
paper
10 months ago
aliFrancis
authored
a
paper
10 months ago