Embed2Scale

@embed2scale
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Embed2Scale (E2S) pioneers AI-based data compression in the Copernicus Programme, aiming to overcome the challenge of handling vast geospatial information.
Through advanced AI-driven compression techniques, the project aims to streamline data transfer and analysis, enabling decentralized applications and reducing computational demands. By creating highly compressed embeddings, E2S seeks to facilitate real-time searches across extensive Earth observation and weather/climate data archives.

๐ŸŒฟ New research alert from #Embed2Scale โ€ผ๏ธ

๐Ÿ’ก A new study by our partners at the University of Zurich demonstrates how super-resolution techniques using Sentinel-1 & Sentinel-2 data can significantly enhance existing biomass mapsโ€”offering 10m resolution estimates that are both more accurate and less biased.

๐Ÿ“„ Read the publication: https://embed2scale.eu/download/gsr4b-biomass-map-super-resolutionwith-sentinel-1-2-guidance/?wpdmdl=1862

#EarthObservation #RemoteSensing #Biomass #Sentinel #AI4EO #Copernicus #SuperResolution #GeospatialAI #ClimateData

๐Ÿ“‘ ๐—ก๐—˜๐—ช ๐—ฃ๐—จ๐—•๐—Ÿ๐—œ๐—–๐—”๐—ง๐—œ๐—ข๐—กโ—

Our paper explores how #NeuralCompression can transform #EarthObservation by reducing data size while keeping critical insights & will be published in IEEE GRSM in June 2025!

Read it here: https://embed2scale.eu/download/lossy-neural-compression-for-geospatial-analytics-a-review/?wpdmdl=1573&masterkey=LCuRUVlH-A5iKh-3mHF4lK2dD9MOhdKEZMPZF3pVbV4rhnn4yu6yVi7l9WKmhXoWMz2Tu-KwVesCoYVfmJp6lvKFpwoaKekY4nbQdOjcbEo

โœ… AI-driven data compression
โœ… Self-supervised learning & foundation models
โœ… Real-world applications in EO & climate modeling

This is a step forward in making EO data workflows more efficient & scalable!

@[email protected]

๐ŸŒ ๐—˜๐˜…๐—ฝ๐—น๐—ผ๐—ฟ๐—ฒ ๐˜๐—ต๐—ฒ ๐—ฐ๐˜‚๐˜๐˜๐—ถ๐—ป๐—ด ๐—ฒ๐—ฑ๐—ด๐—ฒ ๐—ผ๐—ณ ๐—˜๐—ฎ๐—ฟ๐˜๐—ต ๐—ข๐—ฏ๐˜€๐—ฒ๐—ฟ๐˜ƒ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ฟ๐—ฒ๐˜€๐—ฒ๐—ฎ๐—ฟ๐—ฐ๐—ต ๐˜„๐—ถ๐˜๐—ต ๐—˜๐—บ๐—ฏ๐—ฒ๐—ฑ๐Ÿฎ๐—ฆ๐—ฐ๐—ฎ๐—น๐—ฒ

๐Ÿ“ŒDiscover how geospatial foundation models outperform traditional methods in multi-spectral image retrieval, providing faster & more accurate insights without the need for fine-tuning.

๐Ÿ“Œ Learn about AI compressors that reduce data sizes by up to 1000x while maintaining high utility for multi-task applications, revolutionising Earth Observation workflows.

๐Ÿ”— https://embed2scale.eu/scientific-publications/

@[email protected]

๐Ÿ“‘ Titled "๐— ๐˜‚๐—น๐˜๐—ถ-๐—ฆ๐—ฝ๐—ฒ๐—ฐ๐˜๐—ฟ๐—ฎ๐—น ๐—ฅ๐—ฒ๐—บ๐—ผ๐˜๐—ฒ ๐—ฆ๐—ฒ๐—ป๐˜€๐—ถ๐—ป๐—ด ๐—œ๐—บ๐—ฎ๐—ด๐—ฒ ๐—ฅ๐—ฒ๐˜๐—ฟ๐—ถ๐—ฒ๐˜ƒ๐—ฎ๐—น ๐˜‚๐˜€๐—ถ๐—ป๐—ด ๐—š๐—ฒ๐—ผ๐˜€๐—ฝ๐—ฎ๐˜๐—ถ๐—ฎ๐—น ๐—™๐—ผ๐˜‚๐—ป๐—ฑ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐— ๐—ผ๐—ฑ๐—ฒ๐—น๐˜€", the cutting-edge research by @IBM ๐Ÿ”Ž leverages Geospatial Foundation Models, such as Prithvi, to outperform traditional RGB-based methods, achieving significant improvements in retrieval accuracy and speed without the need for annotations or fine-tuning.

๐Ÿ”ท ๐—ฅ๐—˜๐—”๐—— ๐—œ๐—ง ๐—›๐—˜๐—ฅ๐—˜:
โžก https://lnkd.in/epvhXNGQ

@[email protected]

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๐Ÿ“‘ Presented a few months ago at the ๐—˜๐—š๐—จ ๐—š๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐—น ๐—”๐˜€๐˜€๐—ฒ๐—บ๐—ฏ๐—น๐˜† ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฐ "๐—ก๐—ฒ๐˜‚๐—ฟ๐—ฎ๐—น ๐—˜๐—บ๐—ฏ๐—ฒ๐—ฑ๐—ฑ๐—ถ๐—ป๐—ด ๐—–๐—ผ๐—บ๐—ฝ๐—ฟ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป ๐—ณ๐—ผ๐—ฟ ๐—˜๐—ณ๐—ณ๐—ถ๐—ฐ๐—ถ๐—ฒ๐—ป๐˜ ๐— ๐˜‚๐—น๐˜๐—ถ-๐—ง๐—ฎ๐˜€๐—ธ ๐—˜๐—ฎ๐—ฟ๐˜๐—ต ๐—ข๐—ฏ๐˜€๐—ฒ๐—ฟ๐˜ƒ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐— ๐—ผ๐—ฑ๐—ฒ๐—น๐—น๐—ถ๐—ป๐—ด" by Carlos Gomes & Thomas Brunschwiler, highlights innovative AI techniques that streamline the handling of vast Earth observation datasets.

๐Ÿ”ท Dive deeper into how we're enhancing efficiency and accessibility in geospatial data utilisation, ๐—ฅ๐—˜๐—”๐—— ๐—œ๐—ง ๐—›๐—˜๐—ฅ๐—˜:
โžก https://lnkd.in/eBcjmxJR

@[email protected]

#Embed2Scale#EarthObservation#AI#GeospatialData#Innovation

LinkedIn

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๐Ÿš€ The 1st #Embed2Scale press release just launchedโ€ผ๏ธ

๐Ÿ’กSee how Europe's leading institutions are tackling geospatial data challenges. A new era of innovation begins!

๐Ÿ‘‰Read it here: https://www.embed2scale.eu/wp-content/uploads/sites/110/2024/03/E2S_KOM_PressRelease_150324.pdf

#GeospatialData #EarthObservation #AI #Copernicus #Innovation