Enhancing image caption generation through context-aware attention mechanism
Ahatesham Bhuiyan, Eftekhar Hossain, Mohammed Moshiul Hoque, M. Ali Akber Dewan
Abstract
, demonstrates significant performance improvement in METEOR score over existing methods by approximately 30%, 18%, and 45%, respectively. The proposed context-aware, attention-based image captioning system significantly outperforms current state-of-the-art models in Bengali caption generation despite limitations in reference captions on certain datasets.
Topics & Concepts
Context (archaeology)Mechanism (biology)Image (mathematics)PsychologyComputer scienceComputer visionHistoryEpistemologyPhilosophyArchaeologyMultimodal Machine Learning ApplicationsAdvanced Image and Video Retrieval TechniquesHuman Pose and Action Recognition