I am now somewhat puzzled with a question whether given this large amount of training data, it is possible to automate KBO and asteroid recognition using Neural Nets. I guess some 2000-nodes net with a single hidden layer would be capable of solving this issue. One can use the large amount of training data from icehunters, ice investogators as well as some older images with smaller star densities. Had this been tried meanwhile?