This is image of a vehicle engine on assembly line. The pipes must be fitted with clips. during assembly.
I want to detect if any pipe is missing clip. worker will user tablet / camera and take video feed. during video, if program is able to detect missing clip, it should alert with name of pipe that is missing clip.
My questions to you are
- What MV / TFOD algorithms/mechanism will be suitable for this problem statement.
- How to train the models?
- Should I take sample pipes - with clip and without clip and take several images of them outside engine (on plain background surface) or On engine for training purpose.
I am seeking your advice to
- How to establish relationship / identify different pipes based on their relative positions in the engine assembly
- Any sample / Github repo? that closely matches problem statement?