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Create README.md
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README.md
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---
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license: apache-2.0
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task_categories:
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- text-to-image
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language:
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- en
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tags:
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- climate
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size_categories:
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- 100K<n<1M
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---
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# Dataset Card for LAION-EO
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## Dataset Description
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- **Point of Contact:** Mikolaj Czerkawski, [email protected]
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### Dataset Summary
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This dataset contains a subset of LAION-5B containing images that are likely to be satellite images. The procedure of acquiring and filtering the dataset has been described in (TBC).
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## Dataset Structure
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Each version of the dataset contains a .csv file with metadata with urls to images, which can be easily filtered. Note that the linked images could be copyrighted.
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### Data Fields
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|Field|Description|
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|:---|:---|
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|**source**| Index of the anchor sample |
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|**url**| Link to the image |
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|**filename**| Locally saved unique filename |
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|**id**| Original ID |
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|**fast_similarity**| Fast similarity to the anchor image computed with https://github.com/rom1504/clip-retrieval |
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|**caption**| Text caption |
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|**image_similarity**| CLIP similarity to the original anchor image |
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|**text_similarity**| CLIP similarity to the text "a satellite image" |
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|**height**| height of the image at url |
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|**width**| Width of the image at url |
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|**lang**| Language predicted using https://huggingface.co/papluca/xlm-roberta-base-language-detection |
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|**lang_score**| A measure of confidence in the predicted language |
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### Data Splits
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No official splitting of the dataset is used.
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## Dataset Creation
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The creation of the prototype version is described in (TBC).
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### Curation Rationale
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Extraction of samples in LAION-5B relevant to Earth observation tasks.
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### Source Data
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Samples from the existing LAION-5B dataset (https://laion.ai/blog/laion-5b/).
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### Discussion of Biases
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Only contains satellite images openly uploaded online, which introduces a heavy bias towards satellite images used for communicating ideas on the internet.
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### Citation Information
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(TBC)
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### Contributions
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Design and Curation: Mikolaj Czerkawski
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