ASCL Code Record
[ascl:2605.016]
DeepStreaks: Identifying near-Earth asteroids
Duev, Dmitry A.; Mahabal, Ashish; Ye, Quanzhi; Tirumala, Kushal; Belicki, Justin; Dekany, Richard; Frederick, Sara; Graham, Matthew J.; Laher, Russ R.; Masci, Frank J.; Prince, Thomas A.; Riddle, Reed; Rosnet, Philippe; Soumagnac, Maayane T.
DeepStreaks identifies streaking fast-moving near-Earth objects in Zwicky Transient Facility (ZTF) image data using a convolutional neural network. The system applies a deep-learning classifier to candidate streak detections in ZTF images to separate genuine fast-moving objects from artifacts and other spurious streaks. It operates within the ZTF data-processing workflow to support high completeness in fast-moving object discovery while maintaining a low false-positive rate.
- Code site:
- https://github.com/dmitryduev/DeepStreaks
- Described in:
- https://scixplorer.org/abs/2019MNRAS.486.4158D
- Bibcode:
- 2026ascl.soft05016D
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