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场景文字检测—CTPN原理与实现 - 柚子社区
(1)CTPN第一步和通用的目标检测网络一样,先用一个backbone,这里用的是VGG16来提取空间特征,取VGG的conv5层的输出,输出维度为B × W × H × C(批次batchsize×宽×高×通道数)。这里要注意因为是第五层卷积输出,所以下采样倍数为16,也就是输出的feature map中的每个特征点对应原图16个像素 … See more 第一部分有提到,文本长度的剧烈变化是文本检测的挑战之一,作者认为文本在长度的变化比高度的变化剧烈得多,文本边界开始与结束的地方难以和Faster-rcnn一样去用anchor匹配回归,所以作者提出一种vertical anchor的方 … See more OCR(光学字符识别)是CV一个重要的研究领域,OCR分成文本检测和文本识别两个步骤,其中文本准确检测的困难性又是OCR中最难的一环,而本文介绍的CTPN则是文本检测中的一个里程碑的模型。 文本检测有别于一般的目 … See more 第二个分支则是输出前景背景的得分情况(text/non-text scores),通过softmax计算得分,所以这里也是输出20个channel。我们来可视化一下feature map:很明显可以看出前景背景的交替。 … See more WebNov 18, 2024 · Pytorch文本行检测,深度学习网络结构CTPN_anchor Pytorch文本行检测,深度学习网络结构CTPN 2024-11-18 10:34 这几天一直在用Pytorch来复现文本检测领域的CTPN论文,本文章将从数据处理、训练标签生成、神经网络搭建、损失函数设计、训练主过程编写等这几个方面来一步一步复现CTPN。 CTPN算法理论可以参考这里。 … high park special school bradford
Lets_OCR/train.py at master · AstarLight/Lets_OCR · GitHub
WebMar 27, 2024 · We have successfully implemented Connectionist Text Proposal Network (CTPN) that accurately localizes text lines in images, which includes invoices, bills, … WebText Detection Ctpn⭐ 3,310 text detection mainly based on ctpn model in tensorflow, id card detect, connectionist text proposal network most recent commit4 months ago Mmocr⭐ 3,263 OpenMMLab Text Detection, Recognition and Understanding Toolbox dependent packages1total releases9most recent commita day ago Adelaidet⭐ 3,019 Webtfjs-text-detection-ctpn. TensorflowJS text detection implementation (inference), mainly based on ctpn model in tensorflow, id card detect, connectionist text proposal network The origin paper can be found here.Also, the origin repo in caffe can be found in here.If you got any questions, check the issue first, if the problem persists, open a new issue. how many animals are in shelters usa