NeSy-Route - Image Traversability Matching: leaderboard
Metric: Traversability matching (%): share of samples whose region-level traversability matches exactly, on NeSy-Route Task 2 (text-image constraint alignment, 12,975 remote-sensing images in Easy, Medium and Hard tiers by number of land-cover classes): the model grounds the query's constraints in identified image regions; mean of the three tier scores; higher is better. Source: arxiv.org. Saturation forecast: Around 2033. 10 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Qwen 3 VL 235B A22B Instruct | 52.79 | #264 |
| 2 | Qwen 3 VL 30B A3B Instruct | 42.79 | #365 |
| 3 | GPT-5.1 | 35.31 | #131 |
| 4 | Qwen 3 VL 32B Instruct | 35.27 | #276 |
| 5 | Qwen 3.5 27B | 33.16 | #183 |
| 6 | Gemini 3 Pro | 27.5 | #77 |
| 7 | Qwen 3 VL 8B Instruct | 22.31 | #401 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=nesy-route-image-traversability-matching · How It Works · Data refreshed daily, snapshot 2026-10-11.