Cloud Vision API allows users to upload images to detect labels, faces, and logos through an integrated REST API. It can detect multiple faces in an image and identify associated attributes, but does not support facial recognition. Users can request different annotation types per image by uploading to the API or integrating with Google Cloud Storage. For any questions, users can email the contact provided.