WildRoadBench - Road Pothole: leaderboard
Metric: F1 (%) of predicted boxes at IoU 0.5 for the road pothole scene class (175 ground-truth boxes), VLM Track, zero-shot box grounding on the full 1,061-image aerial set (1,394 ground-truth boxes); higher is better. Source: arxiv.org. Saturation forecast: Not forecast. 25 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3.6 Plus | 57.1 |
| 2 | Gemini 3 Pro | 53.9 |
| 3 | Qwen 2.5 VL 7B Instruct | 41.9 |
| 4 | Gemini 3.1 Flash Lite | 36.3 |
| 5 | Qwen 3 VL 8B (Thinking) | 33.3 |
| 6 | Qwen 3 VL 8B Instruct | 31 |
| 7 | Claude Sonnet 4.6 | 29.8 |
| 8 | Kimi K2.5 | 18.4 |
| 9 | GPT-5.4 (2026-03-05) | 15.1 |
| 10 | InternVL3-8B | 10.2 |
| 11 | GPT-4o (2024-05-13) | 2.5 |
| 12 | Claude Opus 4.6 | 1.8 |
| 13 | InternVL3-14B | 1.8 |
| 14 | InternVL2-8B | 0.7 |
| 15 | Gemini 2.5 Flash | 0 |
Interactive version: theaggregate.ai/benchmark?slug=wildroadbench-road-pothole · How It Works · Data refreshed daily, snapshot 2026-10-07.