Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386976836> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W4386976836 endingPage "13" @default.
- W4386976836 startingPage "1" @default.
- W4386976836 abstract "Handwriting is an individual trait that serves as evidence to authenticate a particular writer. Identifying the writer of a handwritten text has shown encouraging results in examining historical and forensic documents. In this paper, we propose a novel offline writer identification system based on the challenging analysis of small amount of data to extract distinct patterns. In our deep network, the feature extraction process relies on a specially designed dual-path architecture, and the resulting embeddings are concatenated to produce the final learned features. To deal with a variety of uncertainties such as high intra-class variations and noises, we leverage the fuzzy logic in the design of a custom Convolutional Neural Network (CNN) with a type-2 fuzzy activation function for the first path. Additionally, the second path utilizes the transfer learning-based CNN to enhance the discriminability of the learned features. Our method allows for text-independent writer identification, eliminating the need for identical handwriting samples to train and test the model. Considering that various factors can influence the handwriting style, a dataset containing right-to-left handwriting samples is assembled. The proposed method is evaluated on our developed dataset and four widely-known public datasets, namely KHATT, CVL, Firemaker, and IAM. High accuracy values are achieved, with results of 99.85%, 99.83%, 99.79%, 99.64%, and 98.17% for each dataset, respectively. One noteworthy aspect of this study is that the evaluation results on diverse datasets demonstrate the applicability of the proposed model to various languages. Moreover, the model performs effectively in real-world scenarios with limited handwritten data." @default.
- W4386976836 created "2023-09-23" @default.
- W4386976836 creator A5004735900 @default.
- W4386976836 creator A5069971826 @default.
- W4386976836 creator A5071328637 @default.
- W4386976836 date "2023-09-22" @default.
- W4386976836 modified "2023-09-29" @default.
- W4386976836 title "Offline writer identification using deep feature concatenation" @default.
- W4386976836 cites W1997828165 @default.
- W4386976836 cites W2152928267 @default.
- W4386976836 cites W2170737087 @default.
- W4386976836 cites W2522010881 @default.
- W4386976836 cites W2740555793 @default.
- W4386976836 cites W2761834205 @default.
- W4386976836 cites W2779867212 @default.
- W4386976836 cites W2810289317 @default.
- W4386976836 cites W2883949996 @default.
- W4386976836 cites W2893776197 @default.
- W4386976836 cites W2894955875 @default.
- W4386976836 cites W2908452502 @default.
- W4386976836 cites W2914268632 @default.
- W4386976836 cites W2945290540 @default.
- W4386976836 cites W2956698489 @default.
- W4386976836 cites W2989354280 @default.
- W4386976836 cites W2990017353 @default.
- W4386976836 cites W3000715393 @default.
- W4386976836 cites W3010709616 @default.
- W4386976836 cites W3015778403 @default.
- W4386976836 cites W3022711476 @default.
- W4386976836 cites W3082022812 @default.
- W4386976836 cites W3127822677 @default.
- W4386976836 cites W3183029683 @default.
- W4386976836 cites W3183269972 @default.
- W4386976836 cites W4207029058 @default.
- W4386976836 doi "https://doi.org/10.3233/jifs-231889" @default.
- W4386976836 hasPublicationYear "2023" @default.
- W4386976836 type Work @default.
- W4386976836 citedByCount "0" @default.
- W4386976836 crossrefType "journal-article" @default.
- W4386976836 hasAuthorship W4386976836A5004735900 @default.
- W4386976836 hasAuthorship W4386976836A5069971826 @default.
- W4386976836 hasAuthorship W4386976836A5071328637 @default.
- W4386976836 hasConcept C114614502 @default.
- W4386976836 hasConcept C116834253 @default.
- W4386976836 hasConcept C138885662 @default.
- W4386976836 hasConcept C153083717 @default.
- W4386976836 hasConcept C153180895 @default.
- W4386976836 hasConcept C154945302 @default.
- W4386976836 hasConcept C199360897 @default.
- W4386976836 hasConcept C204321447 @default.
- W4386976836 hasConcept C2776401178 @default.
- W4386976836 hasConcept C2777735758 @default.
- W4386976836 hasConcept C2779386606 @default.
- W4386976836 hasConcept C33923547 @default.
- W4386976836 hasConcept C34736171 @default.
- W4386976836 hasConcept C41008148 @default.
- W4386976836 hasConcept C41895202 @default.
- W4386976836 hasConcept C58166 @default.
- W4386976836 hasConcept C59822182 @default.
- W4386976836 hasConcept C81363708 @default.
- W4386976836 hasConcept C86803240 @default.
- W4386976836 hasConcept C87619178 @default.
- W4386976836 hasConceptScore W4386976836C114614502 @default.
- W4386976836 hasConceptScore W4386976836C116834253 @default.
- W4386976836 hasConceptScore W4386976836C138885662 @default.
- W4386976836 hasConceptScore W4386976836C153083717 @default.
- W4386976836 hasConceptScore W4386976836C153180895 @default.
- W4386976836 hasConceptScore W4386976836C154945302 @default.
- W4386976836 hasConceptScore W4386976836C199360897 @default.
- W4386976836 hasConceptScore W4386976836C204321447 @default.
- W4386976836 hasConceptScore W4386976836C2776401178 @default.
- W4386976836 hasConceptScore W4386976836C2777735758 @default.
- W4386976836 hasConceptScore W4386976836C2779386606 @default.
- W4386976836 hasConceptScore W4386976836C33923547 @default.
- W4386976836 hasConceptScore W4386976836C34736171 @default.
- W4386976836 hasConceptScore W4386976836C41008148 @default.
- W4386976836 hasConceptScore W4386976836C41895202 @default.
- W4386976836 hasConceptScore W4386976836C58166 @default.
- W4386976836 hasConceptScore W4386976836C59822182 @default.
- W4386976836 hasConceptScore W4386976836C81363708 @default.
- W4386976836 hasConceptScore W4386976836C86803240 @default.
- W4386976836 hasConceptScore W4386976836C87619178 @default.
- W4386976836 hasLocation W43869768361 @default.
- W4386976836 hasOpenAccess W4386976836 @default.
- W4386976836 hasPrimaryLocation W43869768361 @default.
- W4386976836 hasRelatedWork W1986684738 @default.
- W4386976836 hasRelatedWork W2066259560 @default.
- W4386976836 hasRelatedWork W2184356410 @default.
- W4386976836 hasRelatedWork W2380927352 @default.
- W4386976836 hasRelatedWork W2391959412 @default.
- W4386976836 hasRelatedWork W2767651786 @default.
- W4386976836 hasRelatedWork W2912288872 @default.
- W4386976836 hasRelatedWork W2938286185 @default.
- W4386976836 hasRelatedWork W3004195738 @default.
- W4386976836 hasRelatedWork W3106036237 @default.
- W4386976836 isParatext "false" @default.
- W4386976836 isRetracted "false" @default.
- W4386976836 workType "article" @default.