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wangsen
paddle_dbnet
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@@ -53,42 +53,42 @@ python tools/infer/predict_system.py --image_dir="/test_imgs/" --det_model_dir="
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@@ -53,42 +53,42 @@ python tools/infer/predict_system.py --image_dir="/test_imgs/" --det_model_dir="
## 文本检测算法
## 文本检测算法
PaddleOCR开源的文本检测算法列表:
PaddleOCR开源的文本检测算法列表:
-
[
x]
[
EAST
](
https://arxiv.org/abs/1704.03155
)
-
[
x] EAST
([paper
](
https://arxiv.org/abs/1704.03155
)
)
-
[
x]
[
DB
]
(
https://arxiv.org/abs/1911.08947
)
-
[
x] DB
([paper
](
(https://arxiv.org/abs/1911.08947
)
))
-
[
]
[
SAST
]
(
https://arxiv.org/abs/1908.05498
)(
百度自研,
comming soon)
-
[
] SAST
([paper
](
(https://arxiv.org/abs/1908.05498
)
))
(百度自研, comming soon)
在ICDAR2015文本检测公开数据集上,算法效果如下:
在ICDAR2015文本检测公开数据集上,算法效果如下:
|模型|骨干网络|Hmean|
|模型|骨干网络|Hmean|
下载|
|-|-|-|
|-|-|-|
-|
|
[
EAST
](
https://paddleocr.bj.bcebos.com/det_r50_vd_east.tar
)
|
ResNet50_vd|85.85%|
|EAST
|ResNet50_vd|85.85%|
[
下载链接
](
https://paddleocr.bj.bcebos.com/det_r50_vd_east.tar
)
|
|
[
EAST
](
https://paddleocr.bj.bcebos.com/det_mv3_east.tar
)
|
MobileNetV3|79.08%|
|EAST
|MobileNetV3|79.08%|
[
下载链接
](
https://paddleocr.bj.bcebos.com/det_mv3_east.tar
)
|
|
[
DB
](
https://paddleocr.bj.bcebos.com/det_r50_vd_db.tar
)
|
ResNet50_vd|83.30%|
|DB
|ResNet50_vd|83.30%|
[
下载链接
](
https://paddleocr.bj.bcebos.com/det_r50_vd_db.tar
)
|
|
[
DB
](
https://paddleocr.bj.bcebos.com/det_mv3_db.tar
)
|
MobileNetV3|73.00%|
|DB
|MobileNetV3|73.00%|
[
下载链接
](
https://paddleocr.bj.bcebos.com/det_mv3_db.tar
)
|
PaddleOCR文本检测算法的训练和使用请参考文档教程中
[
文本检测模型训练/评估/预测
](
./doc/detection.md
)
。
PaddleOCR文本检测算法的训练和使用请参考文档教程中
[
文本检测模型训练/评估/预测
](
./doc/detection.md
)
。
## 文本识别算法
## 文本识别算法
PaddleOCR开源的文本识别算法列表:
PaddleOCR开源的文本识别算法列表:
-
[
x]
[
CRNN
](
https://arxiv.org/abs/1507.05717
)
-
[
x] CRNN
([paper
](
https://arxiv.org/abs/1507.05717
)
)
-
[
x]
[
Rosetta
](
https://arxiv.org/abs/1910.05085
)
-
[
x] Rosetta
([paper
](
https://arxiv.org/abs/1910.05085
)
)
-
[
x]
[
STAR-Net
](
http://www.bmva.org/bmvc/2016/papers/paper043/index.html
)
-
[
x] STAR-Net
([paper
](
http://www.bmva.org/bmvc/2016/papers/paper043/index.html
)
)
-
[
x]
[
RARE
](
https://arxiv.org/abs/1603.03915v1
)
-
[
x] RARE
([paper
](
https://arxiv.org/abs/1603.03915v1
)
)
-
[
]
[
SRN
](
https://arxiv.org/abs/2003.12294
)(
百度自研,
comming soon)
-
[
] SRN
([paper
](
https://arxiv.org/abs/2003.12294
)
)
(百度自研, comming soon)
参考
[
DTRB
](
https://arxiv.org/abs/1904.01906
)
文字识别训练和评估流程,使用MJSynth和SynthText两个文字识别数据集训练,在IIIT, SVT, IC03, IC13, IC15, SVTP, CUTE数据集上进行评估,算法效果如下:
参考
[
DTRB
](
https://arxiv.org/abs/1904.01906
)
文字识别训练和评估流程,使用MJSynth和SynthText两个文字识别数据集训练,在IIIT, SVT, IC03, IC13, IC15, SVTP, CUTE数据集上进行评估,算法效果如下:
|模型|骨干网络|Avg Accuracy|
|模型|骨干网络|Avg Accuracy|
下载|
|-|-|-|
|-|-|-|
-|
|
[
Rosetta
](
https://paddleocr.bj.bcebos.com/rec_r34_vd_none_none_ctc.tar
)
|
Resnet34_vd|80.24%|
|Rosetta
|Resnet34_vd|80.24%|
[
下载链接
](
https://paddleocr.bj.bcebos.com/rec_r34_vd_none_none_ctc.tar
)
|
|
[
Rosetta
](
https://paddleocr.bj.bcebos.com/rec_mv3_none_none_ctc.tar
)
|
MobileNetV3|78.16%|
|Rosetta
|MobileNetV3|78.16%|
[
下载链接
](
https://paddleocr.bj.bcebos.com/rec_mv3_none_none_ctc.tar
)
|
|
[
CRNN
](
https://paddleocr.bj.bcebos.com/rec_r34_vd_none_bilstm_ctc.tar
)
|
Resnet34_vd|82.20%|
|CRNN
|Resnet34_vd|82.20%|
[
下载链接
](
https://paddleocr.bj.bcebos.com/rec_r34_vd_none_bilstm_ctc.tar
)
|
|
[
CRNN
](
https://paddleocr.bj.bcebos.com/rec_mv3_none_bilstm_ctc.tar
)
|
MobileNetV3|79.37%|
|CRNN
|MobileNetV3|79.37%|
[
下载链接
](
https://paddleocr.bj.bcebos.com/rec_mv3_none_bilstm_ctc.tar
)
|
|
[
STAR-Net
](
https://paddleocr.bj.bcebos.com/rec_r34_vd_tps_bilstm_ctc.tar
)
|
Resnet34_vd|83.93%|
|STAR-Net
|Resnet34_vd|83.93%|
[
下载链接
](
https://paddleocr.bj.bcebos.com/rec_r34_vd_tps_bilstm_ctc.tar
)
|
|
[
STAR-Net
](
https://paddleocr.bj.bcebos.com/rec_mv3_tps_bilstm_ctc.tar
)
|
MobileNetV3|81.56%|
|STAR-Net
|MobileNetV3|81.56%|
[
下载链接
](
https://paddleocr.bj.bcebos.com/rec_mv3_tps_bilstm_ctc.tar
)
|
|
[
RARE
](
https://paddleocr.bj.bcebos.com/rec_r34_vd_tps_bilstm_attn.tar
)
|
Resnet34_vd|84.90%|
|RARE
|Resnet34_vd|84.90%|
[
下载链接
](
https://paddleocr.bj.bcebos.com/rec_r34_vd_tps_bilstm_attn.tar
)
|
|
[
RARE
](
https://paddleocr.bj.bcebos.com/rec_mv3_tps_bilstm_attn.tar
)
|
MobileNetV3|83.32%|
|RARE
|MobileNetV3|83.32%|
[
下载链接
](
https://paddleocr.bj.bcebos.com/rec_mv3_tps_bilstm_attn.tar
)
|
PaddleOCR文本识别算法的训练和使用请参考文档教程中
[
文本识别模型训练/评估/预测
](
./doc/recognition.md
)
。
PaddleOCR文本识别算法的训练和使用请参考文档教程中
[
文本识别模型训练/评估/预测
](
./doc/recognition.md
)
。
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