Make sure you've followed the Tensorflow Object Detection API installation guide:
To start inference using images in the test_images/ folder:
$ python3 detect_single_image.py The above do inference with a single image then save the image with boxes. Good example for docker use/test.
To start inferencing using multiple images in the test_images folder. Result images will pop up but you'll need access to X(which most docker doesn't have)
$ python3 detect_multiple_images.py To start inference using webcam(require access to webcam and X display:
$ python3 detect_webcam.py