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wangsen
paddle_dbnet
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3d527257
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3d527257
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Apr 28, 2022
by
LDOUBLEV
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doc/doc_ch/ppocr_introduction.md
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doc/doc_ch/ppocr_introduction.md
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@@ -38,7 +38,10 @@ PP-OCRv2在PP-OCR的基础上,进一步在5个方面重点优化,检测模
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@@ -38,7 +38,10 @@ PP-OCRv2在PP-OCR的基础上,进一步在5个方面重点优化,检测模
#### PP-OCRv3
#### PP-OCRv3
PP-OCRv3在PP-OCRv2的基础上进一步升级。文本检测采用改进fpn网络结构提升检测精度。
PP-OCRv3在PP-OCRv2的基础上进一步升级。
PP-OCRv3文本检测从网络结构、蒸馏训练策略两个方向做了进一步优化:
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网络结构改进:提出两种改进后的FPN网络结构,RSEFPN,LKPAN,分别从channel attention、更大感受野的角度优化FPN中的特征,优化FPN提取的特征。
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蒸馏训练策略:首先,以resnet50作为backbone,改进后的LKPAN网络结构作为FPN,使用DML自蒸馏策略得到精度更高的teacher模型;然后,student模型FPN部分采用RSEFPN,采用PPOCRV2提出的CML蒸馏方法蒸馏,在训练过程中,动态调整CML蒸馏teacher loss的占比。
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