Hugging Face's logo

Datasets:
Major-TOM
/
Core-S1RTC-SSL4EO

Modalities:
Tabular
Text
Geospatial
Formats:
parquet
Size:
10M - 100M
ArXiv:
Tags:
embeddings
earth-observation
remote-sensing
sentinel-1
sar
radar
DOI:
Libraries:
Datasets
Dask
License:
Dataset card Viewer Files Community
1
parquet-converter commited on
Commit
11998ae
·
verified ·
1 Parent(s): 0890636

Update parquet files

Browse files
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. README.md +0 -83
  2. embeddings/part_00151-00200.parquet → default/partial-train/0000.parquet +2 -2
  3. embeddings/part_00001-00050.parquet +0 -3
  4. embeddings/part_00051-00100.parquet +0 -3
  5. embeddings/part_00101-00150.parquet +0 -3
  6. embeddings/part_00201-00250.parquet +0 -3
  7. embeddings/part_00251-00300.parquet +0 -3
  8. embeddings/part_00301-00350.parquet +0 -3
  9. embeddings/part_00351-00400.parquet +0 -3
  10. embeddings/part_00401-00450.parquet +0 -3
  11. embeddings/part_00451-00500.parquet +0 -3
  12. embeddings/part_00501-00550.parquet +0 -3
  13. embeddings/part_00551-00600.parquet +0 -3
  14. embeddings/part_00601-00650.parquet +0 -3
  15. embeddings/part_00651-00700.parquet +0 -3
  16. embeddings/part_00701-00750.parquet +0 -3
  17. embeddings/part_00751-00800.parquet +0 -3
  18. embeddings/part_00801-00850.parquet +0 -3
  19. embeddings/part_00851-00900.parquet +0 -3
  20. embeddings/part_00901-00950.parquet +0 -3
  21. embeddings/part_00951-01000.parquet +0 -3
  22. embeddings/part_01001-01050.parquet +0 -3
  23. embeddings/part_01051-01100.parquet +0 -3
  24. embeddings/part_01101-01150.parquet +0 -3
  25. embeddings/part_01151-01200.parquet +0 -3
  26. embeddings/part_01201-01250.parquet +0 -3
  27. embeddings/part_01251-01300.parquet +0 -3
  28. embeddings/part_01301-01350.parquet +0 -3
  29. embeddings/part_01351-01400.parquet +0 -3
  30. embeddings/part_01401-01450.parquet +0 -3
  31. embeddings/part_01451-01500.parquet +0 -3
  32. embeddings/part_01501-01550.parquet +0 -3
  33. embeddings/part_01551-01600.parquet +0 -3
  34. embeddings/part_01601-01650.parquet +0 -3
  35. embeddings/part_01651-01700.parquet +0 -3
  36. embeddings/part_01701-01750.parquet +0 -3
  37. embeddings/part_01751-01800.parquet +0 -3
  38. embeddings/part_01801-01850.parquet +0 -3
  39. embeddings/part_01851-01900.parquet +0 -3
  40. embeddings/part_01901-01950.parquet +0 -3
  41. embeddings/part_01951-02000.parquet +0 -3
  42. embeddings/part_02001-02050.parquet +0 -3
  43. embeddings/part_02051-02100.parquet +0 -3
  44. embeddings/part_02101-02150.parquet +0 -3
  45. embeddings/part_02151-02200.parquet +0 -3
  46. embeddings/part_02201-02250.parquet +0 -3
  47. embeddings/part_02251-02300.parquet +0 -3
  48. embeddings/part_02301-02350.parquet +0 -3
  49. embeddings/part_02351-02400.parquet +0 -3
  50. embeddings/part_02401-02450.parquet +0 -3
README.md DELETED
@@ -1,83 +0,0 @@
1
- ---
2
- license: cc-by-sa-4.0
3
- tags:
4
- - embeddings
5
- - earth-observation
6
- - geospatial
7
- - remote-sesning
8
- - sentinel-1
9
- - sar
10
- - satellite
11
- - synthethic-aperture-radar
12
- - SSL4EO
13
- - satellite-imagery
14
- size_categories:
15
- - 10M<n<100M
16
- ---
17
-
18
-
19
- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6304c06eeb6d777a838eab63/_pmXpKIwlYdPWG7j-nR05.png)
20
- # Core-S1RTC-SSL4EO 📡⚡🛰️
21
- | Dataset | Modality | Number of Embeddings | Sensing Type | Total Comments | Source Dataset | Source Model | Size |
22
- |:--------:|:--------------:|:-------------------:|:------------:|:--------------:|:--------------:|:--------------:|:--------------:|
23
- |Core-S1RTC-SSL4EO|Sentinel-1 RTC|36,748,875|SAR|General-Purpose Global|[Core-S1RTC](https://huggingface.co/datasets/Major-TOM/Core-S1RTC)|[SSL4EO-ResNet50-MOCO](https://github.com/zhu-xlab/SSL4EO-S12)|332.5 GB|
24
-
25
-
26
- ## Content
27
- | Field | Type | Description |
28
- |:-----------------:|:--------:|-----------------------------------------------------------------------------|
29
- | unique_id | string | hash generated from geometry, time, product_id, and embedding model |
30
- | embedding | array | raw embedding array |
31
- | grid_cell | string | Major TOM cell |
32
- | grid_row_u | int | Major TOM cell row |
33
- | grid_col_r | int | Major TOM cell col |
34
- | product_id | string | ID of the original product |
35
- | timestamp | string | Timestamp of the sample |
36
- | centre_lat | float | Centre of the fragment latitude |
37
- | centre_lon | float | Centre of the fragment longitude |
38
- | geometry | geometry | Polygon footprint (WGS84) of the fragment |
39
- | utm_footprint | string | Polygon footprint (image UTM) of the fragment |
40
- | utm_crs | string | CRS of the original product |
41
- | pixel_bbox | bbox | Boundary box of the fragment (pixels)
42
-
43
-
44
- ## Input Data
45
- * Sentinel-1 RTC radar dataset global coverage
46
- * All samples from [**MajorTOM Core-S1RTC**](https://huggingface.co/datasets/Major-TOM/Core-S1RTC)
47
- * Image input size: **224 x 224** pixels, target overlap: 10%, border_shift: True
48
-
49
- ## Model
50
- The image encoder of the [**SSL4EO-ResNet50-MOCO model**](https://github.com/zhu-xlab/SSL4EO-S12) was used to extract embeddings.
51
-
52
- ## Example Use
53
- Interface scripts are available at
54
-
55
- ```python
56
- from datasets import load_dataset
57
- dataset = load_dataset("Major-TOM/Core-S1RTC-SSL4EO")
58
- ```
59
-
60
- ## Generate Your Own Embeddings
61
-
62
- The [**embedder**](https://github.com/ESA-PhiLab/Major-TOM/tree/main/src/embedder) subpackage of Major TOM provides tools for generating embeddings like this ones. You can see an example of this in a dedicated notebook at (link).
63
- [![GitHub](https://img.shields.io/badge/GitHub-Generate%20Your%20Own%20Embeddings-blue?logo=github&style=flat-square)](https://github.com/ESA-PhiLab/Major-TOM/tree/main/src/embedder)
64
-
65
-
66
- ---
67
- ## Major TOM Global Embeddings Project 🏭
68
- This dataset is a result of a collaboration between [**CloudFerro**](https://cloudferro.com/) 🔶 and [**Φ-lab, European Space Agency (ESA)**](https://philab.esa.int/) 🛰️ set up in order to provide open and free vectorised expansions of Major TOM datasets and define a standardised manner for releasing Major TOM embedding expansions.
69
-
70
- The embeddings extracted from common AI models make it possible to browse and navigate large datasets like Major TOM with reduced storage and computational demand.
71
-
72
- The datasets were computed on the [**GPU-accelerated instances**](https://cloudferro.com/ai/ai-computing-services/)⚡ provided by [**CloudFerro**](https://cloudferro.com/) 🔶 on the [**CREODIAS**](https://creodias.eu/) cloud service platform 💻☁️.
73
- Discover more at [**CloudFerro AI services**](https://cloudferro.com/ai/).
74
-
75
-
76
- ## Authors
77
- [**Marcin Kluczek (CloudFerro)**](https://www.linkedin.com/in/marcin-kluczek-03852a1a8/), [**Mikolaj Czerkawski (Φ-lab, European Space Agency)**](https://mikonvergence.github.io), [**Jędrzej S. Bojanowski (CloudFerro)**](https://www.linkedin.com/in/j%C4%99drzej-s-bojanowski-a5059872/)
78
-
79
- # Cite
80
- [![arxiv](https://img.shields.io/badge/Open_Access-arxiv:2402.12095-b31b1b)](https://arxiv.org/)
81
-
82
-
83
- Powered by [Φ-lab, European Space Agency (ESA) 🛰️](https://philab.esa.int/) in collaboration with [CloudFerro 🔶](https://cloudferro.com/)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
embeddings/part_00151-00200.parquet → default/partial-train/0000.parquet RENAMED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:552115cd0079713d3eb102ce3652f27a9cbd4d09533f6f6bf78c49f88ef7e254
3
- size 4633007834
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:052a7e19c038b7fb24ce5395841b4a9072709d5a84cb3764f2c6abc842dd823c
3
+ size 3196452715
embeddings/part_00001-00050.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:cc9bac4838d6b3770adbd2fd12994be0d055f19442b7e0567ef512b4093c432d
3
- size 4664381389
 
 
 
 
embeddings/part_00051-00100.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:9e4eff5343b070a81c495228c01b39f35b497ca09794d80b2988a32054255be1
3
- size 4641425724
 
 
 
 
embeddings/part_00101-00150.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:ae1cb00b182953911447124b077e309190208d181c026e75d3063aeea7235e3b
3
- size 4636972945
 
 
 
 
embeddings/part_00201-00250.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:36cae2ba9ecce1d7d9c62e89f722dbca7d5e9d147efb387150dd5cf64e0f9bb0
3
- size 4639821739
 
 
 
 
embeddings/part_00251-00300.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:a3839405475a71095f21df5bc6415e9cdd312a152477f66aa72dcbb01178aebd
3
- size 4623795945
 
 
 
 
embeddings/part_00301-00350.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:9f15e57fefab0f63a2714f528b1758773fcfa9c9c6875c9d73b5bea3f66fe81c
3
- size 4621783509
 
 
 
 
embeddings/part_00351-00400.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:5021866fdf8fa09ccb06b4b36c52be33abf564ecc2c984d216059fe9144714bb
3
- size 4618547531
 
 
 
 
embeddings/part_00401-00450.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:bf0245db5bedf5927ea26a672b2c64c29bda3e79f710540d720b31a78877780e
3
- size 4615588108
 
 
 
 
embeddings/part_00451-00500.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:15476db3e256ea429b13adcb60030afc547572dee81e95f4c4be638b59d58cb3
3
- size 4603835993
 
 
 
 
embeddings/part_00501-00550.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:4c42c89454d9141504dfab4d05e80c8e5b422c4a329f00788f2cf7bd5794bd2f
3
- size 4610997004
 
 
 
 
embeddings/part_00551-00600.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:b21778c7dca69e261faf0608d1a548753d947869c5a77f4d3035b60cb2a7baed
3
- size 4604185643
 
 
 
 
embeddings/part_00601-00650.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:8fdfa8620bc6eda2bf208b507de4b314215f7bf24b2711f5a412df85006fb768
3
- size 4601061763
 
 
 
 
embeddings/part_00651-00700.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:0b134de11a17fe710078041f9d6a67196836bb512f9c1138c8898a0dcffbeb1e
3
- size 4613185714
 
 
 
 
embeddings/part_00701-00750.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:217027b95ab4739bcaf58e6f694045b363eca329205cafe5a703b8ab59c7194d
3
- size 4635229342
 
 
 
 
embeddings/part_00751-00800.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:cf954058abd60bbf8cd5e27ad7610a214528b2cb22ec813151b1f2ba22a37810
3
- size 4618675523
 
 
 
 
embeddings/part_00801-00850.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:22fb505ea8d50b74caa18a1a8bbb8368a10d72dc08b4f8c6b6fdf5122de95be6
3
- size 4612183597
 
 
 
 
embeddings/part_00851-00900.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:b377b13664b59672c41879729afaf05287aa3bc4ee23e12dce9e3b6b93d5c1bd
3
- size 4617067291
 
 
 
 
embeddings/part_00901-00950.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:d484d4a08ac7d5de7ec3edb03923c7640f3f3767abc681238ff681c3df9ac5eb
3
- size 4618059482
 
 
 
 
embeddings/part_00951-01000.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:2df641d2838dad2551b935b661363924c2d795948125068d6c9432ea93b99069
3
- size 4617624151
 
 
 
 
embeddings/part_01001-01050.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:09ab3890104f7a6b5f7dd99bf24444f975d97bc828deb994c14bfd6aa423dc85
3
- size 4635149049
 
 
 
 
embeddings/part_01051-01100.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:8a9b979cbe068f26087a83c7819d4874094b8b0e864df525a05547e4c9fd676b
3
- size 4624781097
 
 
 
 
embeddings/part_01101-01150.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:8117dc474143bfe6f9a7fd5e66986ed53dd30a029635baa91123b99a0bbc8f9f
3
- size 4618241759
 
 
 
 
embeddings/part_01151-01200.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:a78e2c90d01d97d4342312af14e5961e6dee12723f6b7c18cb87707d0b363559
3
- size 4632423256
 
 
 
 
embeddings/part_01201-01250.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:b04e4c53a277924df0ac785dc7ba8c2a6c9e5d75279a2dc7e4892c5f4d8d16ce
3
- size 4647976680
 
 
 
 
embeddings/part_01251-01300.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:8c32f410f1bdc2c475f8e6d81258725d96e37bd6c97a149f907c2ff19aff556a
3
- size 4642135023
 
 
 
 
embeddings/part_01301-01350.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:fddf474a0df2585d8d695e22a8fc3ecf542840a6bb8aac9e4146ab56680ca375
3
- size 4647048942
 
 
 
 
embeddings/part_01351-01400.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:52be0f924208bdf631bfb8915d0dfdabf10417b1532d66ca2d216d457e482853
3
- size 4639543421
 
 
 
 
embeddings/part_01401-01450.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:a6285f869f8653419e536bcb1b5265359ab154ec5af7b726b21e8c58a84b1682
3
- size 4648760961
 
 
 
 
embeddings/part_01451-01500.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:245b70431ba6744e2af7207e4a1fdbb279a0672eb097f6e106e360712ff91968
3
- size 4645549972
 
 
 
 
embeddings/part_01501-01550.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:3fecfdbfcb44a73d62806bdb69ca77cf72b62a55e52709a2c52101cfc828835e
3
- size 4641601635
 
 
 
 
embeddings/part_01551-01600.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:714c801aaa14fa97d2e67e68e2496066787a00d9a9caf5d3de9189ba1545980f
3
- size 4643870429
 
 
 
 
embeddings/part_01601-01650.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:c607c36826deaf8996f03b3beb7359e6a39a5069af37946394630ee2e7d07f61
3
- size 4644915147
 
 
 
 
embeddings/part_01651-01700.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:584156ecd69f75fdcb96876c7da6db12ce183e8dd3d4d24166490aa17c99b710
3
- size 4656311282
 
 
 
 
embeddings/part_01701-01750.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:0df741d0594bc1bcb782d25b1ab96a09cb22fa5cd0751e5d014c18eea0725b88
3
- size 4649265262
 
 
 
 
embeddings/part_01751-01800.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:cbc0aeb65103fe295c3207367d1e311a75680cafadcff2a1f1cc837fc5b574be
3
- size 4632988979
 
 
 
 
embeddings/part_01801-01850.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:115d5f97b59095d3421d49705209b009a2333d76d7142bf0cd98d3f6f1babc77
3
- size 4649723399
 
 
 
 
embeddings/part_01851-01900.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:666f84f8e368d0f9dfffc2690819870f0546fb0c05019e273b84c650c04d3e86
3
- size 4647441803
 
 
 
 
embeddings/part_01901-01950.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:06fae5f24652c3b14f0841971749fe3ec2efd423bb59d1ee49012f8ba05cdf2e
3
- size 4640898423
 
 
 
 
embeddings/part_01951-02000.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:d142d2e833b5de17567215967486a137f73598177589babfce919f63ac79347d
3
- size 4654951187
 
 
 
 
embeddings/part_02001-02050.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:5f30a44d71ad269a7ebb7352c5b2e795505af415d9c28dd37c2bbc2b1c8a70df
3
- size 4651377863
 
 
 
 
embeddings/part_02051-02100.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:6feb6901204710049690fb69c840c47b3a7420c03437113e60125039eb913a59
3
- size 4657738506
 
 
 
 
embeddings/part_02101-02150.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:65534cdf9ad9fda450c995c5cc92436c89289d38527890f773a6fede2dd7aecc
3
- size 4646285178
 
 
 
 
embeddings/part_02151-02200.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:092a2b7bd9e5d68925758b303d6d00729a658ee7f142fe2c154bf61cede3b137
3
- size 4651757452
 
 
 
 
embeddings/part_02201-02250.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:49efc0061538ebc5c9961582e0cd8140ddd0fef5e4ac15e6c3526bd409426f45
3
- size 4642749668
 
 
 
 
embeddings/part_02251-02300.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:69287dbb49fabd2b5bd5586385cfa8d5e9256f2eeb879e58d51246755fec6e43
3
- size 4655110284
 
 
 
 
embeddings/part_02301-02350.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:a12f8025c0c0f95b35bcc11073bb6ec4cedc6885676b1826dce07625fc3b0973
3
- size 4640668324
 
 
 
 
embeddings/part_02351-02400.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:4fc7c5e837cf30d00ac686312cffd4d12adce4e625ecdb872186fd551ab3703c
3
- size 4635756107
 
 
 
 
embeddings/part_02401-02450.parquet DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:b87c8a977631a0f48462688dfb6cace6064d11a76bb05afb9409c71a0e086906
3
- size 4626944899