My friend, a professional astronomer, asked me about such a application: to determine is there comet in an image FITS or not. Not its physical parameters or coordinates, but simply to detect is it in file?
During automatic observations, a large volume of files accumulates, it is difficult for a human to view all of them, it is also often difficult to see a comet with eyes, it can merge with a star or frames can be very large. In addition, it is necessary to detect the comet online. In order to have time to examine it additionally, but if it is new comet, then assign the glory of a discoverer !
Maybe someone knows about a similar application?
If there is no such application, I want to try to implement it as a hobby open source project. E.g. implement a web service where fits files will be uploaded, the trained neural network will detect comets. If a comet is found, a notification will be sent to the sender - a comet is found in such a FITS file. Also, this web service will collect feedback (for those users who will agree): whether the comet was correctly detected or not. This will allow me to collect an additional dataset for additional training of the neural network.
Could you advise where i can find datasets for the task. Maybe there are similar scientific works. Any other advice will be very usefull !
Thanks for attention!