Computer Science question

No.14263235 ViewReplyOriginalReport
I wanna make a simple box detector, I achieve it transfer learning Resnet50 but I feel like is an overkill to the problem. Whats the simplest algorithm that could fit into a 4Mb Ram device other than this bloated convolutional meme model?