ORTPiece: An ORT-based Turkish image captioning network based on transformers and WordPiece
dc.contributor.author | Ersoy, Asım | |
dc.contributor.author | Yıldız, Olcay Taner | |
dc.contributor.author | Özer, Sedat | |
dc.date.accessioned | 2023-11-06T10:59:09Z | |
dc.date.available | 2023-11-06T10:59:09Z | |
dc.date.issued | 2023 | |
dc.identifier.isbn | 979-835034355-7 | |
dc.identifier.uri | http://hdl.handle.net/10679/8934 | |
dc.identifier.uri | https://ieeexplore.ieee.org/document/10223956 | |
dc.description.abstract | Recent transformers-based systems are advancing image captioning applications. However, those works have been mainly applied to English-based image captioning problems. In this paper, we introduce a transformers-based Turkish-based image captioning algorithm. Our proposed algorithm uses appearance and geometry features from the input image and combines them along with the WordPiece embeddings to generate the Turkish-based caption. Our experimental results show improvement when compared to the other existing techniques including the original ORT and the show-and-tell algorithms. | en_US |
dc.language.iso | eng | en_US |
dc.publisher | IEEE | en_US |
dc.relation.ispartof | 2023 31st Signal Processing and Communications Applications Conference (SIU) | |
dc.rights | restrictedAccess | |
dc.title | ORTPiece: An ORT-based Turkish image captioning network based on transformers and WordPiece | en_US |
dc.type | Conference paper | en_US |
dc.publicationstatus | Published | en_US |
dc.contributor.department | Özyeğin University | |
dc.contributor.authorID | (ORCID 0000-0001-5838-4615 & YÖK ID 19848) Yıldız, Olcay Taner | |
dc.contributor.authorID | (ORCID 0000-0002-2069-3807 & YÖK ID 386309) Özer, Sedat | |
dc.contributor.ozuauthor | Yıldız, Olcay Taner | |
dc.contributor.ozuauthor | Özer, Sedat | |
dc.identifier.wos | WOS:001062571000182 | |
dc.identifier.doi | 10.1109/SIU59756.2023.10223956 | en_US |
dc.subject.keywords | Object Relation Transformer | en_US |
dc.subject.keywords | Transformer | en_US |
dc.subject.keywords | Turkish Image captioning | en_US |
dc.subject.keywords | WordPiece Tokenization | en_US |
dc.identifier.scopus | SCOPUS:2-s2.0-85173541605 | |
dc.contributor.ozugradstudent | Ersoy, Asım | |
dc.relation.publicationcategory | Conference Paper - International - Institutional Academic Staff and Graduate Student |
Files in this item
Files | Size | Format | View |
---|---|---|---|
There are no files associated with this item. |
This item appears in the following Collection(s)
Share this page