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ResearchFormerly WizWand

Multi-task aerial image reasoning on HRVQA-VL (test)

72.13Reasoning AccuracyUAV-VL-R1
20.202833.683947.16560.6461Aug 15, 2025
Updated 6mo ago

Evaluation results

MethodLinks
UAV-VL-R1Prompting Strategy=Zero-shot Prompting, Stages=all stages2025.0872.13
UAV-VL-R1 (Ours, all stages)Prompting Strategy=Zero-shot Prompting2025.0872.13
UAV-VL-R1Prompting Strategy=Zero-shot Plain, Stages=all stages2025.0868.94
UAV-VL-R1 (Ours, all stages)Prompting Strategy=Zero-shot Plain2025.0868.94
Qwen2-VL-2B-Instruct (SFT)Prompting Strategy=Zero-shot Plain2025.0852.6
Qwen2-VL-2B-Instruct (SFT)Prompting Strategy=Zero-shot Plain2025.0852.6
Qwen2-VL-72B-InstructPrompting Strategy=Zero-shot Plain2025.0851.46
Qwen2-VL-72B-InstructPrompting Strategy=Zero-shot Plain2025.0851.46
Qwen2-VL-72B-InstructPrompting Strategy=Zero-shot Prompting2025.0846.67
Qwen2-VL-72B-InstructPrompting Strategy=Zero-shot Prompting2025.0846.67
Qwen2-VL-7B-InstructPrompting Strategy=Zero-shot Plain2025.0843.83
Qwen2-VL-7B-InstructPrompting Strategy=Zero-shot Plain2025.0843.83
Qwen2-VL-7B-InstructPrompting Strategy=Zero-shot Prompting2025.0838.4
Qwen2-VL-7B-InstructPrompting Strategy=Zero-shot Prompting2025.0838.4
InstructBLIP-7BPrompting Strategy=Zero-shot Plain2025.0837.67
InstructBLIP-7BPrompting Strategy=Zero-shot Plain2025.0837.67
Qwen2-VL-2B-InstructPrompting Strategy=Zero-shot Plain2025.0836.6
Qwen2-VL-2B-InstructPrompting Strategy=Zero-shot Plain2025.0836.6
InstructBLIP-7BPrompting Strategy=Zero-shot Prompting2025.0832.91
InstructBLIP-7BPrompting Strategy=Zero-shot Prompting2025.0832.91
Qwen2-VL-2B-Instruct (SFT)Prompting Strategy=Zero-shot Prompting2025.0826.93
Qwen2-VL-2B-Instruct (SFT)Prompting Strategy=Zero-shot Prompting2025.0826.93
Qwen2-VL-2B-InstructPrompting Strategy=Zero-shot Prompting2025.0822.2
Qwen2-VL-2B-InstructPrompting Strategy=Zero-shot Prompting2025.0822.2