An efficient framework for text-to-image retrieval using complete feature aggregation and cross-knowledge conversion. - Bach Hoang Ngo; Minh-Hung An; Khoa Nguyen Tho Anh; Minh-Duc Bui; Quang-Vinh Dinh; Vinh Dinh Nguyen (Pattern Anal. Appl., 2025)