Global and Dense Embeddings of Earth: Major TOM Floating in the Latent Space
Paper
โข
2412.05600
โข
Published
โข
7
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mikonvergenceย
authored
a
paper
16 days ago
mikonvergenceย
posted
an
update
4 months ago
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2246
๐๐๐ฐ ๐๐๐ฅ๐๐๐ฌ๐: ๐๐๐ฃ๐จ๐ซ ๐๐๐ ๐๐ข๐ ๐ข๐ญ๐๐ฅ ๐๐ฅ๐๐ฏ๐๐ญ๐ข๐จ๐ง ๐๐จ๐๐๐ฅ ๐๐ฑ๐ฉ๐๐ง๐ฌ๐ข๐จ๐ง ๐บ๏ธ
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. ๐
๐ Browse the data in our usual viewer app: Major-TOM/MajorTOM-Core-Viewer
Fantastic work championed by Paul Borne--Pons @NewtNewt ๐
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. ๐
๐ Browse the data in our usual viewer app: Major-TOM/MajorTOM-Core-Viewer
Fantastic work championed by Paul Borne--Pons @NewtNewt ๐
robmarkcoleย
updated
a
dataset
7 months ago
mikonvergenceย
posted
an
update
9 months ago
Post
1501
๐ ๐ฎ๐ท๐ผ๐ฟ ๐ง๐ข๐ : ๐ฃ๐น๐ฎ๐ป๐ฒ๐ ๐๐ฎ๐ฟ๐๐ต ๐ถ๐ ๐ฏฬถ๐นฬถ๐ฬถ๐ฒฬถ ๐ฑ.๐ฐ๐ฌ๐ฑ ๐๐๐
๐จ EXPANSION RELEASE: ๐ฆ๐ฒ๐ป๐๐ถ๐ป๐ฒ๐น-๐ญ ๐ถ๐ ๐ป๐ผ๐ ๐ฎ๐๐ฎ๐ถ๐น๐ฎ๐ฏ๐น๐ฒ in the MajorTOM-Core!
Major-TOM/Core-S1RTC
๐ 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.
๐We 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.
๐บ๏ธ You can explore instantly in our viewing app:
Major-TOM/MajorTOM-Core-Viewer
So, what now?
๐งฑ ๐๐จ๐ฆ๐ฆ๐ฎ๐ง๐ข๐ญ๐ฒ ๐๐ซ๐จ๐ฐ๐ญ๐ก: 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 ๐ซ๐๐ ๐ข๐ฌ๐ญ๐๐ซ ๐ฒ๐จ๐ฎ๐ซ ๐ข๐ง๐ญ๐๐ซ๐๐ฌ๐ญ here: https://forms.gle/eBj8JvibJx9b6PLf9
๐ ๐๐ฉ๐๐ง ๐๐๐ญ๐ ๐๐จ๐ซ ๐๐ฉ๐๐ง ๐๐จ๐๐๐ฅ๐ฌ: 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
๐ ๐๐จ๐ฌ๐ญ๐๐ซ ๐๐ญ ๐๐๐๐๐๐: 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)
๐ Developed at European Space Agency ฮฆ-lab in partnership with Hugging Face
๐จ EXPANSION RELEASE: ๐ฆ๐ฒ๐ป๐๐ถ๐ป๐ฒ๐น-๐ญ ๐ถ๐ ๐ป๐ผ๐ ๐ฎ๐๐ฎ๐ถ๐น๐ฎ๐ฏ๐น๐ฒ in the MajorTOM-Core!
Major-TOM/Core-S1RTC
๐ 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.
๐We 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.
๐บ๏ธ You can explore instantly in our viewing app:
Major-TOM/MajorTOM-Core-Viewer
So, what now?
๐งฑ ๐๐จ๐ฆ๐ฆ๐ฎ๐ง๐ข๐ญ๐ฒ ๐๐ซ๐จ๐ฐ๐ญ๐ก: 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 ๐ซ๐๐ ๐ข๐ฌ๐ญ๐๐ซ ๐ฒ๐จ๐ฎ๐ซ ๐ข๐ง๐ญ๐๐ซ๐๐ฌ๐ญ here: https://forms.gle/eBj8JvibJx9b6PLf9
๐ ๐๐ฉ๐๐ง ๐๐๐ญ๐ ๐๐จ๐ซ ๐๐ฉ๐๐ง ๐๐จ๐๐๐ฅ๐ฌ: 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
๐ ๐๐จ๐ฌ๐ญ๐๐ซ ๐๐ญ ๐๐๐๐๐๐: 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)
๐ Developed at European Space Agency ฮฆ-lab in partnership with Hugging Face
robmarkcoleย
posted
an
update
10 months ago
Post
As promised, a video on the new Major TOM dataset on HF: https://youtu.be/KonWxQ1mCpA?si=tp3Cz6-F0exfgdx3
If you prefer audio, there is a podcast too: https://www.satellite-image-deep-learning.com/p/major-tom-expandable-eo-datasets
I think this is just the start for remote sensing datasets on HuggingFace..!
If you prefer audio, there is a podcast too: https://www.satellite-image-deep-learning.com/p/major-tom-expandable-eo-datasets
I think this is just the start for remote sensing datasets on HuggingFace..!
-
- 1 reply
robmarkcoleย
posted
an
update
10 months ago
Post
Huge new dataset for remote sensing on HF: Major TOM
More info in this thread https://x.com/mikonvergence/status/1764913256102031402?s=20
Note: video coming soon
More info in this thread https://x.com/mikonvergence/status/1764913256102031402?s=20
Note: video coming soon
- 1 reply
mikonvergenceย
authored
3
papers
10 months ago
Detecting Cloud Presence in Satellite Images Using the RGB-based CLIP Vision-Language Model
Paper
โข
2308.00541
โข
Published
From LAION-5B to LAION-EO: Filtering Billions of Images Using Anchor Datasets for Satellite Image Extraction
Paper
โข
2309.15535
โข
Published
Major TOM: Expandable Datasets for Earth Observation
Paper
โข
2402.12095
โข
Published
โข
9
robmarkcoleย
posted
an
update
11 months ago
Post
I've just published the 23rd edition of the satellite-image-deep-learning newsletter to 8,188 subscribers
This edition: METEOR, Seeing the roads through the trees ๐ด, A New Learning Paradigm for Foundation Model-based Remote Sensing Change Detection & Globe230k dataset
https://www.satellite-image-deep-learning.com/p/new-discoveries-23
This edition: METEOR, Seeing the roads through the trees ๐ด, A New Learning Paradigm for Foundation Model-based Remote Sensing Change Detection & Globe230k dataset
https://www.satellite-image-deep-learning.com/p/new-discoveries-23