Author

Shahruz Mannan

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Preprint Aug 2026

Zero-Shot Traffic Accident Detection via a Coarse-to-Fine VLM-Tracking Pipeline

Traffic surveillance cameras capture accidents continuously, yet converting raw CCTV footage into structured event records that pinpoint when, where, and what type of collision occurred remains unsolved at scale. The ACCIDENT @ CVPR benchmark evaluates exactly this joint prediction under a strict constraint: no labeled...

Dipit Saha, Shahruz Mannan, Mohammad Raihan Rashid et al. · 0 citations

Jul 2026

AffectFuse: Cross-Task Feature Fusion with Temporal Modeling for Multi-Task Affective Behavior Analysis

This work presents a system for the Multi-Task Learning (MTL) track of the 11th Affective Behavior Analysis in-the-wild (ABAW) competition on s-Aff-Wild2, the static selected-frame version of Aff-Wild2, showing that post-encoder adaptation and task-wise modeling choices provide a strong MTL pipeline without training a...

Dipit Saha, Mohammad Raihan Rashid, Shahruz Mannan et al. · arXiv.org · 0 citations