Matches in SemOpenAlex for { <https://semopenalex.org/work/W4319026190> ?p ?o ?g. }
Showing items 1 to 83 of
83
with 100 items per page.
- W4319026190 abstract "Abstract Handwritten signature verification is an indispensable means of identification in biometric information recognition and has broad application prospects and research significance in financial, judicial, and educational systems. With the advancement of signature forgery technology, people have higher requirements for the accuracy and efficiency of signature verification, and sophisticated convolutional networks capable of automatic feature extraction are gradually being applied to the field of handwriting recognition. However, these convolution methods still have the potential for improvement in recognition capability, generalization capability, and accuracy rate. This paper proposes a novel network model, Multi-Size Assembled-Attention Swin-Transformer network, to perform signature handwriting authenticity identification. The inputs to the network are signature images that are resized to multiple sizes, including (224, 224), (112, 112), (56, 56). Then, features within the same image are extracted using the self-attention mechanism in Swin-Transformer, and features between different images are also extracted with the cross-attention mechanism in Assembled-Attention Block, enabling signature feature information to interact within the same image and between different images. Also, Regularized Dropout strategy and adversarial method are implemented in the training stage. Therefore, our method considerably prompts the identification ability of the signature handwriting and obtains state-of-the-art performance, especially 57.1% and 50.4% improvement, in the situation of training in CEDAR and evaluation in Bengali and Hindi. Meantime, we evaluated the impact of the input images passing through the model's times on performance and found that the network achieves the optimal performance at times of four." @default.
- W4319026190 created "2023-02-03" @default.
- W4319026190 creator A5011899531 @default.
- W4319026190 creator A5023440487 @default.
- W4319026190 creator A5057473359 @default.
- W4319026190 creator A5088660876 @default.
- W4319026190 date "2023-02-02" @default.
- W4319026190 modified "2023-10-18" @default.
- W4319026190 title "Signature Verification by Multi-Size Assembled-Attention with the Backbone of Swin-Transformer" @default.
- W4319026190 cites W2010664883 @default.
- W4319026190 cites W2048916794 @default.
- W4319026190 cites W2053637110 @default.
- W4319026190 cites W2074812954 @default.
- W4319026190 cites W2101626661 @default.
- W4319026190 cites W2137567453 @default.
- W4319026190 cites W2142069714 @default.
- W4319026190 cites W2152446828 @default.
- W4319026190 cites W2171590421 @default.
- W4319026190 cites W2466252026 @default.
- W4319026190 cites W2614376571 @default.
- W4319026190 cites W3119859629 @default.
- W4319026190 cites W3183421879 @default.
- W4319026190 doi "https://doi.org/10.21203/rs.3.rs-2533077/v1" @default.
- W4319026190 hasPublicationYear "2023" @default.
- W4319026190 type Work @default.
- W4319026190 citedByCount "1" @default.
- W4319026190 countsByYear W43190261902023 @default.
- W4319026190 crossrefType "posted-content" @default.
- W4319026190 hasAuthorship W4319026190A5011899531 @default.
- W4319026190 hasAuthorship W4319026190A5023440487 @default.
- W4319026190 hasAuthorship W4319026190A5057473359 @default.
- W4319026190 hasAuthorship W4319026190A5088660876 @default.
- W4319026190 hasBestOaLocation W43190261901 @default.
- W4319026190 hasConcept C112640561 @default.
- W4319026190 hasConcept C119599485 @default.
- W4319026190 hasConcept C124101348 @default.
- W4319026190 hasConcept C127413603 @default.
- W4319026190 hasConcept C153180895 @default.
- W4319026190 hasConcept C154945302 @default.
- W4319026190 hasConcept C165801399 @default.
- W4319026190 hasConcept C184297639 @default.
- W4319026190 hasConcept C2524010 @default.
- W4319026190 hasConcept C2777210771 @default.
- W4319026190 hasConcept C2779386606 @default.
- W4319026190 hasConcept C2779696439 @default.
- W4319026190 hasConcept C33923547 @default.
- W4319026190 hasConcept C41008148 @default.
- W4319026190 hasConcept C52622490 @default.
- W4319026190 hasConcept C66322947 @default.
- W4319026190 hasConcept C81363708 @default.
- W4319026190 hasConceptScore W4319026190C112640561 @default.
- W4319026190 hasConceptScore W4319026190C119599485 @default.
- W4319026190 hasConceptScore W4319026190C124101348 @default.
- W4319026190 hasConceptScore W4319026190C127413603 @default.
- W4319026190 hasConceptScore W4319026190C153180895 @default.
- W4319026190 hasConceptScore W4319026190C154945302 @default.
- W4319026190 hasConceptScore W4319026190C165801399 @default.
- W4319026190 hasConceptScore W4319026190C184297639 @default.
- W4319026190 hasConceptScore W4319026190C2524010 @default.
- W4319026190 hasConceptScore W4319026190C2777210771 @default.
- W4319026190 hasConceptScore W4319026190C2779386606 @default.
- W4319026190 hasConceptScore W4319026190C2779696439 @default.
- W4319026190 hasConceptScore W4319026190C33923547 @default.
- W4319026190 hasConceptScore W4319026190C41008148 @default.
- W4319026190 hasConceptScore W4319026190C52622490 @default.
- W4319026190 hasConceptScore W4319026190C66322947 @default.
- W4319026190 hasConceptScore W4319026190C81363708 @default.
- W4319026190 hasLocation W43190261901 @default.
- W4319026190 hasOpenAccess W4319026190 @default.
- W4319026190 hasPrimaryLocation W43190261901 @default.
- W4319026190 hasRelatedWork W2059299633 @default.
- W4319026190 hasRelatedWork W2067275498 @default.
- W4319026190 hasRelatedWork W2158785961 @default.
- W4319026190 hasRelatedWork W2356621584 @default.
- W4319026190 hasRelatedWork W2406522397 @default.
- W4319026190 hasRelatedWork W2518599539 @default.
- W4319026190 hasRelatedWork W2732542196 @default.
- W4319026190 hasRelatedWork W2969680539 @default.
- W4319026190 hasRelatedWork W2977314777 @default.
- W4319026190 hasRelatedWork W2995914718 @default.
- W4319026190 isParatext "false" @default.
- W4319026190 isRetracted "false" @default.
- W4319026190 workType "article" @default.