![]() ![]() The category ID is then matched with the ID in the cached catalog and a list of presets for that category is retrieved. ![]() When a user loads the image in Edit View, inference via the model is instantly kicked off and the model returns a category for the image. To understand the flow of how “For This Photo” feature works when a user starts editing an image, we will walk through the steps that take place. The feature has been so loved by our users that “For This Photo” is now the second most used category after “All”, which shows all presets. With all this in mind, we developed the “For This Photo” feature, which uses on-device machine learning to identify what kind of photo someone is editing and then suggest relevant presets from a curated list. We decided to solve this problem by suggesting presets for images with on-device machine learning using deep convolutional neural network (CNN) models because these models can understand a lot of the nuances in the images, making categorization easier and faster than traditional computer vision algorithms. Our Imaging team thoughtfully curated presets that complement different types of images, allowing us to deliver a personalized recommendation for each photo. The SolutionOur challenge was to overcome decision fatigue by providing trusted guidance and encouraging discovery, while still leaving space for our users to be creative in how they edit their images. However, our research suggested members were overwhelmed by the number of presets and stuck to using the few favorites they knew and liked instead of trying new presets. Image by Sarah Hollander (left) The photo of the building with the AU5 preset applied. VSCO has a catalog of over 160 presets, which are pre-configured editing adjustments to help our users transform their images, including emulations of old film camera stock.Ī photo of a building before any filter is applied. ![]() We use machine learning as a tool for personalizing and guiding each user’s creative process. Our app is a place where people can create and edit images and videos, discover tips and new ideas, and connect to a vibrant global community void of public likes, comments, and follower counts. A guest article posted by the VSCO Engineering teamĪt VSCO, we build creative tools, spaces, and connections driven by self-expression. ![]()
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