TerraLogic - Perception Toolkit: leaderboard
Part of TerraLogic (CUHK-Shenzhen and TUM, 2026): 545 scenario-driven geospatial reasoning tasks over optical, SAR and infrared imagery solved through verifiable tool chains, each model driving the HieraPlan reference agent. The score is the end-to-end score of tool-augmented predictions in the perception toolkit (segmentation and detection) in percent; higher is better.
Metric: End-to-end score (%) of tool-augmented predictions on the Perception toolkit over the 545 TerraLogic remote-sensing tasks, each model driving the HieraPlan tool agent under a ReAct-style protocol in OpenCompass; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 12 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-4o | 72.73 | #741 |
| 2 | Qwen 2.5 7B Instruct | 68.56 | #2564 |
| 3 | DeepSeek V3 | 65.44 | #716 |
| 4 | Llama 3 70B Instruct | 62.72 | #1676 |
| 5 | InternLM3-8B-Instruct | 61.44 | #2568 |
| 6 | GPT-3.5 | 61.22 | #2417 |
| 7 | Mistral 7B Instruct (v0.2) | 49.75 | #7007 |
| 8 | Yi-1.5-6B-Chat | 47.44 | #6399 |
| 9 | Qwen 2.5 32B Instruct | 44.28 | #1215 |
| 10 | Phi-3 Mini 4K Instruct | 43.63 | #6810 |
| 11 | Gemini 2.5 Flash | 41.47 | #453 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=terralogic-perception-toolkit · How It Works · Data refreshed daily, snapshot 2026-11-13.