DisasterInsight: A Building-Centric Benchmark for Evaluating Vision--Language Models in Disaster Response

arXiv:2601.18493 · cs.CV · Submitted 2026-01-26 · Read on arXiv

cs.CV

Submitted: 2026-01-26

Updated: 2026-10-01

Terminology

• Benchmark — 43× in this paper · explained in 2 episodes
• Grounding — 14× in this paper · explained in 3 episodes
• Instruction Tuning — 10× in this paper · explained in 2 episodes
• Adaptation — 3× in this paper · explained in 1 episode
• Aggregation — 3× in this paper · explained in 1 episode
• Alignment — 3× in this paper · explained in 1 episode
• Hallucination — 3× in this paper · explained in 4 episodes
• Accuracy — 2× in this paper · explained in 1 episode
• Human-in-the-Loop — 2× in this paper · explained in 3 episodes
• Visual Grounding — 2× in this paper · explained in 2 episodes
• Core — 1× in this paper · explained in 2 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Federal Emergency Management Agency — 1× in this paper
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Low-Rank Adaptation (LoRA) — 1× in this paper · explained in 9 episodes
• Multimodal Inputs — 1× in this paper · explained in 2 episodes
• Multimodal Reasoning — 1× in this paper · explained in 5 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Semantic Gap — 1× in this paper · explained in 2 episodes
• Semantic Similarity — 1× in this paper · explained in 2 episodes
• Structural Integrity — 1× in this paper · explained in 3 episodes
• Temporal Reasoning — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes
• Vision-Language Models (VLMs) — 1× in this paper · explained in 6 episodes
• Vision-language models — 1× in this paper · explained in 2 episodes

Sources

• Hodge Theory of Hypersurfaces in Toric Varieties and Recent Developments in Quantum Physics
• Qwen3-VL Technical Report
• Assessment of low-carbon tourism development from multi-aspect analysis: A case study of the Yellow River Basin, China
• LLaVA-OneVision: Easy Visual Task Transfer
• Qwen2.5-VL Technical Report
• GNN-Based Beamforming for Sum-Rate Maximization in MU-MISO Networks

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