Author

A. Roy-Chowdhury

2 papers indexed here

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#machine learning Jun 2026

Driving Video Retrieval for Complex Queries with Structured Grounding

STRIVE-D, a data-calibrated retrieval framework for driving videos, uses weakly labeled in-domain videos to estimate when a query rule is reliable, adapt rules that mismatch observed data, and fuse calibrated rule scores with vision-language and keyword-based retrieval signals.

Man-Yi Yao, Sparsh Garg, Christian R. Shelton et al. · arXiv.org · 1 citation

#artificial intelligence Preprint Mar 2025

FORGE: Forensic Reasoning with Grounded Evidence

Across face-manipulated and fully synthetic content, FORGE produces region-referential explanations answering fine-grained attribute queries and substantially outperforms in-domain baselines on cross-domain evaluations; region-specific evaluation and human studies confirm explanation faithfulness.

Rohit Kundu, Shan Jia, Vishal Mohanty et al. · 2 citations