Max Moura de Oliveira, Silvânia Suely Caribé de Araújo Andrade, Patrícia Pereira Vasconcelos de Oliveira, Gulnar Azevedo E Silva, Marta Maria Alves da Silva, Deborah Carvalho Malta
Pap-test coverage in women aged 25 to 64 years old, according to the National Health Survey and the Surveillance System for Risk and Protective Factors for Chronic Diseases by Telephone Survey, 2013
Revista brasileira de epidemiologia = Brazilian journal of epidemiology
visual question answering vqa method answering questions natural language based content images widely concerned researchers existing research visual question answering model mainly focuses point view attention mechanism multimodal fusion pays attention visual semantic features image process image modeling ignoring importance modeling spatial relationship visual objects aiming existing problems existing vqa model research effective spatial relationship reasoning network model proposed combine visual object semantic reasoning spatial relationship reasoning time realize finegrained multimodal reasoning fusion sparse attention encoder designed capture contextual information effectively semantic reasoning module spatial relationship reasoning module graph neural network attention mechanism used model spatial relationship visual objects correctly answer complex spatial relationship reasoning questions finally practical compact selfattention csa mechanism designed reduce redundancy selfattention linear transformation number model parameters effectively improve models overall performance quantitative qualitative experiments conducted benchmark datasets vqa 20 gqa experimental results demonstrate proposed method performs favorably stateoftheart approaches best single model overall accuracy 7118 vqa 20 dataset 5759 gqa dataset