Benchmarking Off-the-Shelf Multimodal AI Models Against Dermatologists on Patient-Captured Skin Images

arXiv:2609.24190 · cs.CV · Submitted 2026-09-21 · Read on arXiv

cs.CV

Submitted: 2026-09-21

Updated: 2026-09-21

Terminology

• Benchmarking — 8× in this paper · explained in 3 episodes
• Calibration — 4× in this paper · explained in 7 episodes
• Foundation Model — 3× in this paper · explained in 3 episodes
• Foundation Models — 2× in this paper · explained in 7 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Accuracy — 1× in this paper · explained in 1 episode
• Aggregation — 1× in this paper · explained in 1 episode
• Artificial Intelligence (AI) — 1× in this paper · explained in 2 episodes
• Benchmark — 1× in this paper · explained in 2 episodes
• Distribution Shift — 1× in this paper · explained in 5 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes

Sources

• Language Models (Mostly) Know What They Know
• Advancing Multimodal Medical Capabilities of Gemini

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