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Conference paper / 2026

Multi-Frame Grid Perspective for Traffic Video Captioning and Context-Aware VQA

Sanjita Prajapati, Ashutosh Dumka, Rajan Thakulla, Atmadip Goswami, Karo Ahmadi Dehrashid, and Anuj Sharma

Proceedings of AI for Accelerated Research Symposium · EPiC Series in Technology, 3, 65–76

Research summary

This study examines how arrangements of video frames can help vision-language models interpret traffic scenes. It compares visual treatments for object location, attention, and movement, connecting visual representation with captioning and question answering.