Generally, recognizing the Tamil handwritten texts is highly complicated, in comparison to the Western scripts. Nevertheless, many researchers have presented several real-time approaches to achieve Tamil character recognition (TCR) in offline mode. This paper introduces a new handwritten TCR (HTCR) ...
Convolutional neural networkOptimizationIn recent data, Optical character recognition (OCR) systems have laid hands in the field of most popular language recognitions. Unlike other languages, the Tamil language is more complex to recognize, and hence considerable efforts have been laid in literature. ...
Convolutional Neural Network Based Automatic Speech Recognition for Tamil Languagedoi:10.1007/978-981-19-4831-2_8Automatic Speech Recognition (ASR) systems recognize the text transcript for the given speech signal. Most of the ASR systems developed for Indian regional Language recognition follows the ...
Deep Convolutional Neural Network for Handwritten Tamil Character Recognition Using Principal Component Analysisdoi:10.1007/978-981-10-8657-1_61M. SornamC. Vishnu PriyaSpringer, SingaporeInternational Conference on Next Generation Computing Technologies...
We examine the benefits of transfer learning by using VGG network weights trained on the ImageNet dataset, which can provide better performance in the Tamil handwritten character recognition Task.R. Babitha LincyR. GayathriInternational Conference on Automation, Signal Processing, Instrumentation, and ...
Adhithyaa, N.Tamilarasi, A.Sivabalaselvamani, D.Rahunathan, L.Information Technology & Control
The handwritten Tamil character recognition in offline mode is challenging tasks as there are virtually different people who have different styles of writing the same characters. Deep convolution neural networks are playing a virtual role nowadays in recognizing handwritten character by automatically ...
Deep Convolutional Neural Network for Handwritten Tamil Character Recognition Using Principal Component AnalysisDeep learning, over a decade it becomes the booming field for researchers since the technique has the capability to overcome the drawbacks of already used traditional algorithms which is dependent ...
It is the foremost difficult task even although, numerous researches have been planned for written Tamil text. The trendy analysis during this domain has used the deep learning algorithm rule to improve the accuracy for the input document. This survey grants associate in fair review of the Tamil...
In this paper we in detail explore the usefulness of the VGG16 and VGG19 architecture on 25 class subset of the HP lab Offline Tamil isolated character dataset. We examine the benefits of transfer learning by using VGG network weights trained on the ImageNet dataset, which can provide better...