AgenTeeth: A Model-Agnostic Framework for Suppressing Hallucination in Frozen Vision-Language Models on Dental X-Rays via Tool Evidence Injection

arXiv:2609.17800 · cs.CV · Submitted 2026-09-15 · Read on arXiv

cs.CV

Submitted: 2026-09-15

Updated: 2026-09-15

Terminology

• Benchmark — 19× in this paper · explained in 2 episodes
• Grounding — 13× in this paper · explained in 3 episodes
• Accuracy — 11× in this paper · explained in 1 episode
• Fine-Tuning — 9× in this paper · explained in 5 episodes
• APEX — 7× in this paper · explained in 1 episode
• Ablation — 7× in this paper · explained in 1 episode
• Reinforcement Learning — 7× in this paper · explained in 4 episodes
• Model-Agnostic — 6× in this paper · explained in 2 episodes
• Benchmarking — 3× in this paper · explained in 3 episodes
• Instance Segmentation — 3× in this paper · explained in 3 episodes
• Agentic Framework — 2× in this paper · explained in 6 episodes
• Conference on Computer Vision and Pattern Recognition — 2× in this paper
• Hallucination — 2× in this paper · explained in 3 episodes
• LLM judge — 2× in this paper · explained in 2 episodes
• Medical Image Computing and Computer Assisted Intervention — 2× in this paper
• Structured Prompting — 2× in this paper · explained in 2 episodes
• Transformer — 2× in this paper · explained in 2 episodes
• Verification — 2× in this paper · explained in 2 episodes
• Vision-Language Models (VLMs) — 2× in this paper · explained in 6 episodes
• Visual Grounding — 2× in this paper · explained in 2 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Agentic Approaches — 1× in this paper · explained in 1 episode
• Failure Modes — 1× in this paper · explained in 3 episodes
• Multi-Agent System — 1× in this paper · explained in 5 episodes
• Multimodal Inputs — 1× in this paper · explained in 2 episodes
• Provenance — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes

Sources

• OPGAgent: An Agent for Auditable Dental Panoramic X-ray Interpretation
• AIDE: Agentically Improve Visual Language Model with Domain Experts
• DENTEX: Dental Enumeration and Tooth Pathosis Detection Benchmark for Panoramic X-ray
• OralAgent: Integrating Reasoning, Tools, and Knowledge for Interactive Dental Image Analysis

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