Deep Image Retrieval is not Robust to Label Noise

Stanislav Dereka, Ivan Karpukhin, Sergey Kolesnikov

Large-scale datasets are essential for the success of deep learning in image retrieval. However, manual assessment errors and semi-supervised annotation techniques can lead to labe…