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博客/文章 学习笔记
Fiona-Dong
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文本检测 -- CTPN
1. AbstractWe propose a novel Connectionist Text Proposal Network (CTPN) that accurately localizes text lines in natural image.The CTPN detects a text line in a sequence of fine-scale text proposals directly in convolutional feature maps.We develop a ve转载 2021-08-08 18:34:51 · 235 阅读 · 0 评论 -
RNN -- LSTM
1. RNN(Recurrent Neural Networks)Each word based on your understanding of previous words. Your thoughts have persistence.Traditional neural networks can’t do this, and it seems like a major shortcoming.Recurrent neural networks address this issue. They转载 2021-08-01 17:08:03 · 137 阅读 · 0 评论 -
PaddlePaddle -- PP-OCR
1. AbstractOCR is still a challenging task due to the various of text appearances and the demand of computational efficiency.In this paper, we propose a practical ultra lightweight OCR system, i.e., PP- OCR.The overall model size of the PP-OCR is only 3转载 2021-08-01 10:28:43 · 614 阅读 · 0 评论 -
文字识别 -- CRNN
1. AbstractIn this paper, we investigate the problem of scene text recognition, which is among the most important and challenging tasks in image-based sequence recognition.A novel neural net- work architecture, which integrates feature extraction, se- qu转载 2021-07-25 09:19:29 · 275 阅读 · 0 评论 -
文本检测 -- Differentiable Binarization
1. AbstractRecently, segmentation-based methods are quite popular in scene text detection, as the segmentation results can more accurately describe scene text of various shapes such as curve text.However, the post-processing of binarization is essential转载 2021-07-22 20:33:52 · 373 阅读 · 0 评论 -
深度学习 -- 1. A Recipe for Training Neural Networks
1. A Recipe for Training Neural NetworksGoalFollow a certain process to avoid making common errors (or fix them very fast).1.1 Two important observations1.1.1 Neural net training is a leaky abstractionFor standard software, like:>>> r = re转载 2020-10-18 13:51:20 · 783 阅读 · 0 评论