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astronolan/streams_shells_neither

AION-Search streams, shells, and hard negatives Catalog with 102 objects: 39 streams, 34 shells, and 29 negatives. Splits The test split is a reproducible stratified random sample with exactly 10 streams, 10 shells, and 10 neither objects. The remaining 72 objects form the training split (29 streams, 24 shells, 19 neither). Random seed: 20260802. Columns image_rgb: 256 x 256 Legacy Survey DR10 color JPEG. image_stretched: the same RGB cutout after… See the full description on the dataset page: https://huggingface.co/datasets/astronolan/streams_shells_neither.

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AION-Search streams, shells, and hard negatives

Catalog with 102 objects: 39 streams, 34 shells, and 29 negatives.

Splits

The test split is a reproducible stratified random sample with exactly 10 streams, 10 shells, and 10 neither objects. The remaining 72 objects form the training split (29 streams, 24 shells, 19 neither). Random seed: 20260802.

Columns

  • image_rgb: 256 x 256 Legacy Survey DR10 color JPEG.
  • image_stretched: the same RGB cutout after the AION-Search per-channel arcsinh stretch, grayscale conversion, inversion, and a 0.7-pixel Gaussian blur.
  • image_bands: Legacy Survey DR10 flux planes as nested float32 lists with shape (4, 256, 256) and band order (g, r, i, z).
  • ra, dec: ICRS coordinates in decimal degrees.
  • label: one of stream, shell, or neither.

Every representation uses the same 0.035 degree sky footprint and 256 x 256 pixel grid from CDS HiPS2FITS.

Curation

The starting catalog contained 114 objects (36 streams, 38 shells, 40 neither). After a randomized blind review, 12 ambiguous objects were dropped and four objects were relabeled. The retained catalog is deduplicated at 10 arcsec. neither is an operational hard-negative label from rejected high-ranking shell semantic-search results; it is not proof of the physical absence of all tidal structure.

Underlying imagery is from the DESI Legacy Imaging Surveys DR10 and remains subject to its original data-use policy and acknowledgements.