Author

See-Kiong Ng

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Preprint Aug 2026

MatReplace: A Reference-Free, Conditioning-Aligned Benchmark for Material Replacement in Interior Scenes

Material replacement is a common interior-design operation: changing the material of a selected surface while preserving its geometry, surroundings, and illumination. Despite its commercial relevance, no public benchmark isolates this task, and evaluating it is challenging. Reference-based metrics penalize valid output...

Ming-Zhe Du, T. Nguyen, Nguyen Tran Cong Duy et al. · 0 citations

#computer vision Preprint Aug 2026

STRAND: Benchmarking and Improving Object-Centric Spatio-Temporal Monitoring in Video Large Language Models

STRAND is introduced, a benchmark of human-verified object-centric facts that evaluates intermediate reasoning by decomposing queries into sub-questions, distinguishing genuine temporal understanding from coincidental correctness and an object-centric framework that explicitly constructs and reasons over structured obj...

T. Nguyen, C. Trinh, Khoi M. Le et al. · 0 citations

Preprint Aug 2026

DynaPix: Can Vision-Language Models Identify the Exact Future?

DynaPix (Dynamic Pixels), a benchmark that makes prediction checkable, exposes a temporal-anchoring gap: models attach a prediction to an event far better than to time itself.

T. Nguyen, Vinh-Hien Do, Quynh T. N. Vo et al. · 0 citations