Systems and methods for detecting placement of an object in a digital image are provided. The system receives a digital image and processes the digital image to generate one or more candidate regions within the digital image using a first neural network. The system then selects a proposed region from the one or more candidate regions using the first neural network and assigns a score to the proposed region using the first neural network. Lastly, the system processes the proposed region using a second neural network to detect an object in the proposed region.