ThermEval - Temperature Estimation at 10 ft: leaderboard
Metric: Mean absolute error (degrees Celsius, 0 or more) on Task 7, body-region temperature from ThermEval-D images taken at 10 ft (333 questions); zero-shot with fixed one-word or one-number prompts, a single forward pass; Gemini 2.5 models parse free-form answers into the label or number only when the output deviates from the format; lower is better. Source: arxiv.org. Saturation forecast: Not forecast. 23 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | InternVL3-8B | 0.76 | #606 |
| 2 | Qwen 2.5 VL 7B Instruct | 0.87 | #643 |
| 3 | InternVL3-14B | 0.89 | #494 |
| 4 | Qwen 2.5 VL 32B Instruct | 0.89 | #443 |
| 5 | Qwen 2 VL 7B Instruct | 0.89 | #816 |
| 6 | Gemini 3 Pro | 0.9 | #77 |
| 7 | InternVL3-38B | 0.98 | #395 |
| 8 | Gemini 3 Flash | 1.21 | #93 |
| 9 | Llama 3.2 11B Instruct | 1.48 | #1112 |
| 10 | Gemini 2.5 Pro | 2.66 | #145 |
| 11 | Gemini 2.5 Flash | 2.83 | #237 |
| 12 | MiniCPM-V-2.6 | 8.56 | #825 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=thermeval-temperature-estimation-at-10-ft · How It Works · Data refreshed daily, snapshot 2026-10-11.