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--- |
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license: cc-by-sa-4.0 |
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size_categories: |
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- 1M<n<10M |
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dataset_info: |
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features: |
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- name: image |
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dtype: image |
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- name: dr8_id |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 959387460144.3469 |
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num_examples: 8474566 |
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- name: test |
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num_bytes: 9785671701.822557 |
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num_examples: 86471 |
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- name: validation |
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num_bytes: 9798204502.80013 |
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num_examples: 86499 |
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download_size: 982501453040 |
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dataset_size: 978971336348.9696 |
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configs: |
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- config_name: default |
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data_files: |
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- split: train |
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path: data/train-* |
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- split: test |
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path: data/test-* |
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- split: validation |
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path: data/validation-* |
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tags: |
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- astronomy |
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--- |
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# Galaxies for training astroPT |
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|
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Here we have ~8.5 million galaxy cutouts from the [DESI legacy survey DR8](https://www.legacysurvey.org/dr8/description/). |
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The cut outs are 512x512 pixel jpg images centred on the galaxy source. |
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|
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I've split away 1% of the images into a test set, and 1% into a validation set. |
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The remaining 98% of the images comprise the training set. |
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There is also accompanying metadata! |
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The metadata is in parquet format in the root dir of this repo. |
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You can link the metadata with the galaxies via their dr8_id. |
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|
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## Useful links |
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|
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Paper here: [https://arxiv.org/abs/2405.14930](https://arxiv.org/abs/2405.14930) |
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|
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Models here: [https://huggingface.co/Smith42/astroPT](https://huggingface.co/Smith42/astroPT) |
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|
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Code here: [https://github.com/smith42/astroPT](https://github.com/smith42/astroPT) |
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|
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Upstream catalogue is [on Zenodo](https://zenodo.org/records/8360385) and paper describing the catalogue is available as [Walmsley+2023](https://doi.org/10.1093/mnras/stad2919). |
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|
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If you find this dataset useful please consider citing the upstream sources below 🚀🚀: |
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|
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``` |
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@article{ref_dey2019, |
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author = {Dey, A. and Schlegel, D. J. and Lang, D. and Blum, R. and Burleigh, K. and Fan, X. and Findlay, J. R. and Finkbeiner, D. and Herrera, D. and Juneau, S. and others}, |
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title = {{Overview of the DESI Legacy Imaging Surveys}}, |
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journal = {Astronomical Journal}, |
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volume = {157}, |
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number = {5}, |
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pages = {168}, |
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year = {2019}, |
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issn = {1538-3881}, |
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publisher = {The American Astronomical Society}, |
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doi = {10.3847/1538-3881/ab089d} |
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} |
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``` |
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|
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``` |
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@article{ref_walmsley2023, |
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author = {Walmsley, M. and G{\ifmmode\acute{e}\else\'{e}\fi}ron, T. and Kruk, S. and Scaife, A. M. M. and Lintott, C. and Masters, K. L. and Dawson, J. M. and Dickinson, H. and Fortson, L. and Garland, I. L. and others}, |
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title = {{Galaxy Zoo DESI: Detailed morphology measurements for 8.7M galaxies in the DESI Legacy Imaging Surveys}}, |
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journal = {Monthly Notices of the Royal Astronomical Society}, |
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volume = {526}, |
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number = {3}, |
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pages = {4768--4786}, |
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year = {2023}, |
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issn = {0035-8711}, |
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publisher = {Oxford Academic}, |
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doi = {10.1093/mnras/stad2919} |
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} |
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``` |
