Retrieving Similar E-Commerce Images Using Deep Learning

11 Jan 2019Rishab SharmaAnirudha Vishvakarma

In this paper, we propose a deep convolutional neural network for learning the embeddings of images in order to capture the notion of visual similarity. We present a deep siamese architecture that when trained on positive and negative pairs of images learn an embedding that accurately approximates the ranking of images in order of visual similarity notion... (read more)

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Evaluation results from the paper

Task Dataset Model Metric name Metric value Global rank Compare
Image Retrieval street2shop - topwear Ranknet Accuracy 94.98 # 1