Hi @bonjih, it may have something to do with the Deploy Tab downsizing images prior to sending them for inference.
I have a code example here for image resizing prior to inference: { "error": [ "Error opening image. Check that you are sending a properly formatted image." ] } - #2 by Mohamed
Additionally, is your model trained with images from this environment, and with the 1920x1080 video frames?