{"product_id":"image-and-video-text-recognition-using-convolutional-neural-networks-paperback","title":"Image and video text recognition using convolutional neural networks - Paperback","description":"\u003cp\u003eby \u003cb\u003eZohra Saidane\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003eThanks to increasingly powerful storage media, multimedia resources have become nowadays essential resources and the challenge is how to quickly find relevant information. To accomplish this task, the text within images and videos can be a relevant key. In this work we focus on recognizing the content of the text and we assume that the text box has been detected and located correctly. We focused on a particular machine learning algorithm called convolutional neural networks (CNNs). These are networks of neurons whose topology is similar to the mammalian visual cortex. CNNs were initially used for recognition of handwritten digits. They were then applied successfully on many problems of pattern recognition. We propose in this work a new method of binarization of text images, a new method for segmentation of text images, the study of a convolutional neural network for character recognition in images, a discussion on the relevance of the binarization step in the recognition of text in images based on machine learning methods, and a new method of text recognition in images based on graph theory.\u003c\/p\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 156\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.36 x 9 x 6 IN\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e April 05, 2011\u003c\/div\u003e\n            ","brand":"BooksCloud","offers":[{"title":"Default Title","offer_id":67914491396350,"sku":"9783844324617","price":91.76,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0826\/8716\/4670\/files\/mWe8jXuEMh9783844324617.webp?v=1793357556","url":"https:\/\/123learningstore.com\/products\/image-and-video-text-recognition-using-convolutional-neural-networks-paperback","provider":"123 Learning Store","version":"1.0","type":"link"}