dc.contributor.author | Adak, Chandranath | |
dc.contributor.author | Chaudhuri, Bidyut B. | |
dc.contributor.author | Blumenstein, Michael | |
dc.date.accessioned | 2017-12-05T02:42:01Z | |
dc.date.available | 2017-12-05T02:42:01Z | |
dc.date.issued | 2017 | |
dc.identifier.doi | 10.1109/IJCNN.2017.7966025 | |
dc.identifier.uri | http://hdl.handle.net/10072/355225 | |
dc.description.abstract | The presence of struck-out text in handwritten manuscripts may affect the accuracy of automated writer identification. This paper presents a study on such effects of struck-out text. Here we consider offline English and Bengali handwritten document images. At first, the struck-out texts are detected using a hybrid classifier of a CNN (Convolutional Neural Network) and an SVM (Support Vector Machine). Then the writer identification process is activated on normal and struck-out text separately, to ascertain the impact of struck-out texts. For writer identification, we use two methods: (a) a hand-crafted feature-based SVM classifier, and (b) CNN-extracted auto-derived features with a recurrent neural model. For the experimental analysis, we have generated a database from 100 English and 100 Bengali writers. The performance of our system is very encouraging. | |
dc.description.peerreviewed | Yes | |
dc.language | English | |
dc.publisher | Institute of Electrical and Electronics Engineers (IEEE) | |
dc.publisher.place | United States | |
dc.relation.ispartofconferencename | IJCNN 2017 | |
dc.relation.ispartofconferencetitle | 2017 International Joint Conference on Neural Networks (IJCNN 2017) | |
dc.relation.ispartofdatefrom | 2017-05-14 | |
dc.relation.ispartofdateto | 2017-05-19 | |
dc.relation.ispartoflocation | Anchorage, Alaska, United States | |
dc.subject.fieldofresearch | Artificial Intelligence and Image Processing not elsewhere classified | |
dc.subject.fieldofresearchcode | 080199 | |
dc.title | Impact of struck-out text on writer identification | |
dc.type | Conference output | |
dc.type.description | E1 - Conferences | |
dc.type.code | E - Conference Publications | |
gro.faculty | Griffith Sciences, School of Information and Communication Technology | |
gro.hasfulltext | No Full Text | |
gro.griffith.author | Blumenstein, Michael M. | |
gro.griffith.author | Adak, Chandranath | |