3 papers
cs.CV2026
Step-Level Visual Grounding Faithfulness Predicts Out-of-Distribution Generalization in Long-Horizon Vision-Language Models
Md Ashikur Rahman, Md Arifur Rahman, Niamul Hassan Samin +2
We uncover a behavioral law of long-horizon vision-language models: models that maintain temporally grounded beliefs generalize better. Standard benchmarks measure only final-answe…
cs.CV2026
Beyond Dominant Patches: Spatial Credit Redistribution For Grounded Vision-Language Models
Niamul Hassan Samin, Md Arifur Rahman, Abdullah Ibne Hanif Arean +2
Vision-Language Models (VLMs) often hallucinate objects that are not present in the input image. We identify a contributing cause of this behavior, which we term spatial credit col…
cs.CV2025
Automatic Vehicle Detection using DETR: A Transformer-Based Approach for Navigating Treacherous Roads
Istiaq Ahmed Fahad, Abdullah Ibne Hanif Arean, Nazmus Sakib Ahmed +1
Automatic Vehicle Detection (AVD) in diverse driving environments presents unique challenges due to varying lighting conditions, road types, and vehicle types. Traditional methods,…