Need help with object detection models on small FPGAs

There aren’t many examples of neural network models running on tiny hardware, which is a very active topic as it would allow scaling neural networks to a lot of devices. I have a GoWin GW1NR-9 FPGA and I want to program it to run object detection model for my application. I need help regarding the right direction for this project and any literature / reference of similar project attempts.