Marcin Kluczek
mkluczek.bsky.social
Marcin Kluczek
@mkluczek.bsky.social
Remote sensing 🌍🛰️
First Global and Dense Open Embedding Dataset of Earth!

Together with @mikonvergence.bsky.social and @jed0y.bsky.social we are proud to present the first open dataset of #Copernicus embeddings 🌍.

Explore the datasets on @hf.co 🤗:
huggingface.co/Major-TOM

Read more: arxiv.org/abs/2412.05600 📰
December 10, 2024 at 10:45 AM
Reposted by Marcin Kluczek
We will only be seeing more datasets and models used to build embedding databases, so it is crucial to define how this process should be done in a reproducible and transparent fashion.

Joint work with @mkluczek.bsky.social & @jed0y.bsky.social

𝐑𝐞𝐚𝐝 𝐌𝐨𝐫𝐞:
arxiv.org/abs/2412.05600
Global and Dense Embeddings of Earth: Major TOM Floating in the Latent Space
With the ever-increasing volumes of the Earth observation data present in the archives of large programmes such as Copernicus, there is a growing need for efficient vector representations of the under...
arxiv.org
December 10, 2024 at 7:47 AM
Reposted by Marcin Kluczek
ᴍᴀᴊᴏʀ ᴛᴏᴍ ꜰʟᴏᴀᴛɪɴɢ ɪɴ ᴛʜᴇ ʟᴀᴛᴇɴᴛ ꜱᴘᴀᴄᴇ 🧑‍🚀️

𝐆𝐥𝐨𝐛𝐚𝐥 𝐚𝐧𝐝 𝐃𝐞𝐧𝐬𝐞 𝐎𝐟𝐟𝐢𝐜𝐢𝐚𝐥 𝐄𝐦𝐛𝐞𝐝𝐝𝐢𝐧𝐠𝐬 𝐨𝐟 𝐌𝐚𝐣𝐨𝐫 𝐓𝐎𝐌 - 𝐎𝐩𝐞𝐧 𝐚𝐧𝐝 𝐅𝐫𝐞𝐞 𝐀𝐜𝐜𝐞𝐬𝐬 𝐨𝐧 @hf.co

Embedding Earth observation data with pre-trained AI models is starting to become a hot topic, for all the good reasons.

More info in thread 🧵
December 10, 2024 at 7:47 AM