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.
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 ofstream,shell, orneither.
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.
