Knowledge-Guided Vision-Language Inference for Image-Based Urban Flood Depth Estimation

arXiv:2509.04772 · cs.CV, cs.AI · Submitted 2025-09-05 · Read on arXiv

cs.CV, cs.AI

Submitted: 2025-09-05

Updated: 2026-09-04

Comments: 8 pages, 2 figures. Accepted for oral presentation at the 2026 International Conference on Computing in Civil Engineering (i3CE 2026)

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Hallucination — 7× in this paper · explained in 3 episodes
Knowledge Graph — 7× in this paper · explained in 7 episodes
Accuracy — 6× in this paper · explained in 1 episode
Digital Twin — 4× in this paper · explained in 5 episodes
Grounding — 4× in this paper · explained in 3 episodes
Generalization — 3× in this paper · explained in 13 episodes
Aggregation — 2× in this paper · explained in 1 episode
Robustness — 2× in this paper · explained in 5 episodes
Vision-Language Models (VLMs) — 2× in this paper · explained in 6 episodes
Adaptability — 1× in this paper · explained in 1 episode
Alignment — 1× in this paper · explained in 1 episode
Calibration — 1× in this paper · explained in 7 episodes
Clustering — 1× in this paper · explained in 2 episodes
Consistency — 1× in this paper · explained in 3 episodes
Hallucination Mitigation — 1× in this paper · explained in 2 episodes
Ontology — 1× in this paper · explained in 2 episodes
Reinforcement Learning — 1× in this paper · explained in 4 episodes
Systematic Bias — 1× in this paper · explained in 3 episodes

Sources

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