Progress in the digitization of cultural assets leads to online databases that become too large for a human analyze. Moreover, some analyses might be challenging, even experts. In this paper, we explore two applications computer vision analyze historical data: watermark recognition and one-shot repeated pattern detection artwork collections. Both problems present challenges which believe repres...