This is a Fashion Recommendation System based on the research paper Buy me That Look. It is capable of returning links to similar clothing items worn given a full-shot image of a person as the input.
This project utilises MediaPipe for human pose estimation. I have used a custom YOLOv5 based model for detection of clothing accessories(topwear, bottomwear, footwear and handbag). For recommending similar images, a Nearest Neighbour approach is used on feature embeddings of all the images in the dataset extracted using a pre-trained ResNet-50 model.
I scraped Myntra for collecting the data used in this project. The scraped dataset contains about 1000 images of various clothing items and about 700 full-shot images for training the custom object detection model.