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推理MindOCR原生模型

MindOCR模型支持列表

本页面所有结果均基于MindSpore2.2.14版本310P3芯片。

文本检测

模型 骨干网络 语言 数据集 F-score(%) FPS Data Shape (NCHW) Lite convert config txt 配置文件 下载
DBNet MobileNetV3 en IC15 76.96 24.90 (1,3,736,1280) config.txt yaml mindir
ResNet-18 en IC15 81.73 24.16 (1,3,736,1280) config.txt yaml mindir
ResNet-50 en IC15 85.00 25.98 (1,3,736,1280) config.txt yaml mindir
ResNet-50 ch + en / / / (1,3,736,1280) config.txt yaml mindir
DBNet++ ResNet-50 en IC15 86.79 6.75 (1,3,1152,2048) config.txt yaml mindir
ResNet-50 ch + en / / / (1,3,1152,2048) config.txt yaml mindir
EAST ResNet-50 en IC15 84.18 23.52 (1,3,720,1280) config.txt yaml mindir
MobileNetV3 en IC15 75.08 24.37 (1,3,720,1280) config.txt yaml mindir
PSENet ResNet-152 en IC15 81.69 2.94 (1,3,1472,2624) config.txt yaml mindir
ResNet-50 en IC15 81.36 9.94 (1,3,736,1312) config.txt yaml mindir
MobileNetV3 en IC15 70.67 10.33 (1,3,736,1312) config.txt yaml mindir
FCENet ResNet50 en IC15 77.99 16.97 (1,3,736,1280) config.txt yaml mindir

文本识别

模型 骨干网络 字典文件 数据集 Acc(%) FPS Data Shape (NCHW) Lite convert config txt 配置文件 下载
CRNN VGG7 Default IC15 66.01 394.30 (1,3,32,100) config.txt yaml mindir
ResNet34_vd Default IC15 69.67 339.45 (1,3,32,100) config.txt yaml mindir
ResNet34_vd ch_dict.txt / / / (1,3,32,320) config.txt yaml mindir
SVTR Tiny Default IC15 80.02 314.08 (1,3,64,256) config.txt yaml mindir
Rare ResNet34_vd Default IC15 69.48 239.66 (1,3,32,100) config.txt yaml mindir
ResNet34_vd ch_dict.txt / / / (1,3,32,320) config.txt yaml mindir
RobustScanner ResNet-31 en_dict90.txt IC15 78.62 63.81 (1,3,48,160) config.txt yaml mindir
VisionLAN ResNet-45 Default IC15 80.07 301.49 (1,3,64,256) config.txt yaml(LA) mindir(LA)

文本方向分类

模型 骨干网络 数据集 Acc(%) FPS Data Shape (NCHW) Lite convert config txt 配置文件 下载
MobileNetV3 MobileNetV3 / / / (1,3,48,192) config.txt yaml mindir