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算法速度比较

检测算法综述比较

算法名称 显卡 运行速度 acc recall fmeasure 思路
Text-CNN ICDAR-2013 0.93 0.73 0.82 Text-CNN(attention text) + CE-MSERs detector
CTPN 0.14s/per ICDAR-2013 0.93 0.83 0.88 Side-refinement+blstm+vgg+Fine-scale proposals+bounding box
Text-boxes 0.09s/per ICDAR3end2end 0.91 0.89 0.84 ssd+textboxes layers
SegLink TITAN x*4 50ms/per 85.3(f) SSD+LINK+segment
R2CNN K80 0.39/per ICDAR2015 63.60% 61.24% 62.40% faster-rcnn+three Pooled size
EAST TITANX 16.8(FPS) ICDAR 2015 0.7833 0.8327 0.8027 PVAnet+fcn+NMS

识别算法综述比较

算法名称 显卡 运行速度 acc recall fmeasure 思路
CRNN 0.16s/per SVT 0.8 CNN+BiLSTM+CTC
SEE FSNS 0.78 ResNet location
CNN+BiLSTM+FC recognition
Google Attention TITAN X FSNS 0.8379 ssd+textboxes layers