Hi swyx! The easiest way would be to train a custom model to detect raised hands. I found one on Roboflow - https://universe.roboflow.com/search?q=raised%20hand. I'm not sure how good it would be on your images, so I'd recommend adding some of your pictures. Then you just detect hands and detect people and calculate the ratio.