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想要做一个文物拍照识别的课题研究,PP-ShituV2是否适合? #3133

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fashioncoolwan opened this issue Apr 30, 2024 · 2 comments
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@fashioncoolwan
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想要做一个文物拍照识别的课题研究,文物有:陶器、瓷器、石刻、雕像、壁画、字画几种,每类文物有10-130件不等,总共有400多件。
最终想要通过通过手机拍照,然后识别出照片中有几个文物,然后可以根据文物名称,关联检索我们文物数据库中的相关数据资料。

以前只接触过OCR文字和版式识别,对于物体检测是刚接触,相要知道,用PP-ShituV2是否能够实现这个目标?
我需要怎么准备训练数据集?例如应该怎么拍照、拍多少张比较好、需要怎么标注?
需要准备多少训练数据?
怎么保证最终识别的准确度?等等

望各位大佬不吝赐教,给小萌新指导一下。

@fashioncoolwan
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对了,这个应该算是目标检测,还是相似图像搜索呢?

@TingquanGao
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如果文物的种类固定,并且训练集固定,建议使用目标检测完成。如果文物种类不固定(需要经常变化、调整),建议使用PP-ShiTu。

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