ThermEval - Temperature Estimation at 2 ft: leaderboard
Metric: Mean absolute error (degrees Celsius, 0 or more) on Task 7, body-region temperature from ThermEval-D images taken at 2 ft (695 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: Around April 2027. 23 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | InternVL3-38B | 0.89 | #395 |
| 2 | Qwen 2.5 VL 32B Instruct | 0.98 | #443 |
| 3 | Gemini 3 Pro | 1 | #77 |
| 4 | Gemini 3 Flash | 1.19 | #93 |
| 5 | InternVL3-8B | 1.23 | #606 |
| 6 | InternVL3-14B | 1.24 | #494 |
| 7 | Qwen 2 VL 7B Instruct | 1.25 | #816 |
| 8 | Qwen 2.5 VL 7B Instruct | 1.26 | #643 |
| 9 | Gemini 2.5 Pro | 1.47 | #145 |
| 10 | Gemini 2.5 Flash | 1.74 | #237 |
| 11 | Llama 3.2 11B Instruct | 2.39 | #1112 |
| 12 | MiniCPM-V-2.6 | 2.77 | #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-2-ft · How It Works · Data refreshed daily, snapshot 2026-10-11.