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Mikolaj Czerkawski

mikonvergence

https://mikonvergence.github.io

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reacted to mkluczek's post with 🚀 about 2 months ago

First Global and Dense Open Embedding Dataset of Earth! 🌍 🤗 Introducing the Major TOM embeddings dataset, created in collaboration with CloudFerro S.A. 🔶 and Φ-lab at the European Space Agency (ESA) 🛰️. Together with @mikonvergence and Jędrzej S. Bojanowski, we present the first open-access dataset of Copernicus embeddings, offering dense, global coverage across the full acquisition areas of Sentinel-1 and Sentinel-2 sensors. 💡 Highlights: 📊 Data: Over 8 million Sentinel-1 & Sentinel-2 images processed, distilling insights from 9.368 trillion pixels of raw data. 🧠 Models: Foundation models include SigLIP, DINOv2, and SSL4EO. 📦 Scale: 62 TB of raw satellite data processed into 170M+ embeddings. This project delivers open and free vectorized expansions of https://huggingface.co/spaces/Major-TOM/README datasets, setting a new standard for embedding releases and enabling lightweight, scalable ingestion of Earth Observation (EO) data for countless applications. 🤗 Explore the datasets: https://huggingface.co/datasets/Major-TOM/Core-S2L1C-SSL4EO https://huggingface.co/datasets/Major-TOM/Core-S1RTC-SSL4EO https://huggingface.co/datasets/Major-TOM/Core-S2RGB-DINOv2 https://huggingface.co/datasets/Major-TOM/Core-S2RGB-SigLIP 📖 Check paper: https://huggingface.co/papers/2412.05600 💻 Code notebook: https://github.com/ESA-PhiLab/Major-TOM/blob/main/05-Generate-Major-TOM-Embeddings.ipynb

reacted to mkluczek's post with 🔥 about 2 months ago

commented on a paper about 2 months ago

Global and Dense Embeddings of Earth: Major TOM Floating in the Latent Space

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mikonvergence's activity

commented a paper about 2 months ago

Global and Dense Embeddings of Earth: Major TOM Floating in the Latent Space

Paper • 2412.05600 • Published Dec 7, 2024 • 7 •

New activity in Major-TOM/MajorTOM-Core-Viewer about 2 months ago

Apply for community grant: Academic project (gpu and storage)

#1 opened about 2 months ago by

mikonvergence

New activity in Major-TOM/Core-S2L2A 8 months ago

Adding more dates

#8 opened 8 months ago by

eplekh

New activity in Major-TOM/Core-S1RTC 10 months ago

Integrating with huggingFace API

#2 opened 10 months ago by

crinistad

New activity in Major-TOM/Core-S2L2A 11 months ago

Separate images and metadata subsets

#4 opened 11 months ago by

lhoestq

[WIP] Configure dataset viewer

#2 opened 11 months ago by

lhoestq

New activity in Major-TOM/README 12 months ago

Update README.md

#1 opened 12 months ago by

mikonvergence

New activity in mikonvergence/LAION-EO about 1 year ago

Extension with other RS captioned datasets

#1 opened about 1 year ago by

mespinosami

New activity in mikonvergence/theaTRON over 1 year ago

Add few examples

#2 opened over 1 year ago by

ysharma

Apply for community grant: Personal project (gpu)

#1 opened over 1 year ago by

mikonvergence

New activity in mikonvergence/mask-and-sketch over 1 year ago

The sky is the limit. Suggestions for more control

#3 opened almost 2 years ago by

lincesagrado

Great use of Gradio Themes feature, suggest you to publish your theme to hub and stand to win prizes!

#4 opened almost 2 years ago by

ysharma

It doesn't understand color in prompt

#5 opened over 1 year ago by

sroyai

New activity in mikonvergence/mask-and-sketch almost 2 years ago

Apply for community grant: Personal project

#2 opened almost 2 years ago by

mikonvergence

Delete app.py

#1 opened almost 2 years ago by

zaza777

Delete app.py

#1 opened almost 2 years ago by

zaza777

Delete app.py

#1 opened almost 2 years ago by

zaza777