Joint weakly supervised image emotion analysis based on interclass discrimination and intraclass correlation

• Main Authors: ZHANG, Xinyue, WANG, Zhaoxia, CAO, Guitao, HO, Seng-Beng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Image emotion analysis; Interclass discrimination; Intraclass correlation learning; Weakly supervised learning; Pseudomaps; Contextual relationships; Artificial Intelligence and Robotics; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/9511; https://ink.library.smu.edu.sg/context/sis_research/article/10511/viewcontent/2024_5_Joint_Weakly_Supervised_Image_Emotion_Analysis_Based_on_Interclass_Discrimination_and_Intraclass_Correlation.pdf
• Institution: Singapore Management University

Regional information-based image emotion analysis has recently garnered significant attention. However, existing methods often focus on identifying region proposals through layered steps or merely rely on visual saliency. These approaches may lead to an underestimation of emotional categories and a...