Abstract: Disclosed herein are systems and methods for a photograph driven vehicle identification system. In some embodiments, a system for image-based vehicle identification includes a database, an image processor, and a vehicle search engine. The database can include vehicle information. The image processor may apply one or more machine learning models on images received by a user device. The user device can include a camera that obtains the images. The user device can provide a display having images of a vehicle and information associated with the vehicle through a user interface (UI) of the user device. The display can include a first portion at a first location of the UI, and a second portion at a second location of the UI. The first portion and the second portion may be provided at a single instance. The vehicle search engine may identify one or more vehicles in the images received.