Multi-task aerial image reasoning on HRVQA-VL (test)
72.13Reasoning AccuracyUAV-VL-R1
Evaluation Results
| Method | Links | |
|---|---|---|
| UAV-VL-R1Prompting Strategy=Zero-shot Prompting, Stages=all stages2025.08 | 72.13 | |
| UAV-VL-R1 (Ours, all stages)Prompting Strategy=Zero-shot Prompting2025.08 | 72.13 | |
| UAV-VL-R1Prompting Strategy=Zero-shot Plain, Stages=all stages2025.08 | 68.94 | |
| UAV-VL-R1 (Ours, all stages)Prompting Strategy=Zero-shot Plain2025.08 | 68.94 | |
| Qwen2-VL-2B-Instruct (SFT)Prompting Strategy=Zero-shot Plain2025.08 | 52.6 | |
| Qwen2-VL-2B-Instruct (SFT)Prompting Strategy=Zero-shot Plain2025.08 | 52.6 | |
| Qwen2-VL-72B-InstructPrompting Strategy=Zero-shot Plain2025.08 | 51.46 | |
| Qwen2-VL-72B-InstructPrompting Strategy=Zero-shot Plain2025.08 | 51.46 | |
| Qwen2-VL-72B-InstructPrompting Strategy=Zero-shot Prompting2025.08 | 46.67 | |
| Qwen2-VL-72B-InstructPrompting Strategy=Zero-shot Prompting2025.08 | 46.67 | |
| Qwen2-VL-7B-InstructPrompting Strategy=Zero-shot Plain2025.08 | 43.83 | |
| Qwen2-VL-7B-InstructPrompting Strategy=Zero-shot Plain2025.08 | 43.83 | |
| Qwen2-VL-7B-InstructPrompting Strategy=Zero-shot Prompting2025.08 | 38.4 | |
| Qwen2-VL-7B-InstructPrompting Strategy=Zero-shot Prompting2025.08 | 38.4 | |
| InstructBLIP-7BPrompting Strategy=Zero-shot Plain2025.08 | 37.67 | |
| InstructBLIP-7BPrompting Strategy=Zero-shot Plain2025.08 | 37.67 | |
| Qwen2-VL-2B-InstructPrompting Strategy=Zero-shot Plain2025.08 | 36.6 | |
| Qwen2-VL-2B-InstructPrompting Strategy=Zero-shot Plain2025.08 | 36.6 | |
| InstructBLIP-7BPrompting Strategy=Zero-shot Prompting2025.08 | 32.91 | |
| InstructBLIP-7BPrompting Strategy=Zero-shot Prompting2025.08 | 32.91 | |
| Qwen2-VL-2B-Instruct (SFT)Prompting Strategy=Zero-shot Prompting2025.08 | 26.93 | |
| Qwen2-VL-2B-Instruct (SFT)Prompting Strategy=Zero-shot Prompting2025.08 | 26.93 | |
| Qwen2-VL-2B-InstructPrompting Strategy=Zero-shot Prompting2025.08 | 22.2 | |
| Qwen2-VL-2B-InstructPrompting Strategy=Zero-shot Prompting2025.08 | 22.2 |