通过 Faiss 进行相似性搜索时,10 亿图像数据库上的一次查询仅耗时 17.7 微秒,速度较之前提升了 8.5 倍,且准确度也有所提升。 除图片检索外,相似性搜索还有更广阔的运用场景。例如,通过搜索数据库来判断某一罪行是否属于较严重的犯罪形式,或有重罪趋势;通过搜索和成功店铺所在地相似的人口特征和环境特征,来寻找零售商新店的最佳位置;通过相似城市的搜索,来衡量所在城市薪资水平是否合理等。
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