On-Line Recognition of Handwritten Whiteboard Notes: A Novel Approach for Script Line Identification And Normalization

نویسندگان

  • Joachim Schenk
  • Gerhard Rigoll
چکیده

In this work we use a previously published approach for script line identification of handwritten whiteboard notes in order to perform skew correction and size normalization of the script trajectory. Arbitrary assignments of sample points to certain script lines are hypothesized and described in a trellis. The normalization is performed by equalizing the script lines and warping the script trajectory accordingly. In an experimental section we show that the novel normalization achieves a relative improvement of r = 1.6 % in character level accuracy and r = 1.4 % in word level accuracy compared to a system using standard normalization.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Novel script line identification method for script normalization and feature extraction in on-line handwritten whiteboard note recognition

Article history: Received 13 August 2008 Received in revised form 28 November 2008 Accepted 21 December 2008

متن کامل

Off-line Arabic Handwritten Recognition Using a Novel Hybrid HMM-DNN Model

In order to facilitate the entry of data into the computer and its digitalization, automatic recognition of printed texts and manuscripts is one of the considerable aid to many applications. Research on automatic document recognition started decades ago with the recognition of isolated digits and letters, and today, due to advancements in machine learning methods, efforts are being made to iden...

متن کامل

HMM-Based On-Line Recognition of Handwritten Whiteboard Notes

In this paper we present an on-line recognition system for handwritten texts acquired from a whiteboard. This input modality has received relatively little attention in the handwriting recognition community in the past. The system proposed in this paper uses state-of-the-art normalization and feature extraction strategies to transform a handwritten text line into a sequence of feature vectors. ...

متن کامل

Handwriting Recognition of Whiteboard Notes - Studying the Influence of Training Set Size and Type

This paper presents a system for the recognition of on-line whiteboard notes. Notes written on a whiteboard is a new modality in handwriting recognition research that has received relatively little attention in the past. For the recognition we use an offline HMM-recognizer, which is supplemented with methods for processing the on-line data and generating off-line images. The system consists of ...

متن کامل

Handwritten Script Identification from a Bi-Script Document at Line Level using Gabor Filters

In a country like India where more number of scripts are in use, automatic identification of printed and handwritten script facilitates many important applications including sorting of document images and searching online archives of document images. In this paper, a Gabor feature based approach is presented to identify different Indian scripts from handwritten document images. Eight popular In...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2008