Image Search -- Transfer Learning with CNN (Convolutional Neural Network)

To build an Image Search Engine that retrieves the most similar images from the database based on specific target images. Given a query image (containing a specific instance) and a collection of images with different contents, we want to find the images that contain the same query instance from the collection. The below images are two examples of query images (original cropped). The image below is the query result using ResNet transfer learning. Since I have ten query images, there are ten rows of images, with each row containing the ten most similar images to the query image.