ContextIQ: A Multimodal Expert-Based Video Retrieval System for Contextual Advertising. - Ashutosh Chaubey; Anoubhav Agrawal; Sartaki Sinha Roy; Aayush Agrawal; Susmita Ghose (WACV, 2025)