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DroneIQA-VLE: Multi-Task Drone Image Quality Assessment via Vision-Language Ensemble

2026-07-01 04:17:02
Wei Sun, Weixia Zhang, Hongjian Zhan, Mingkai Lu, Yixuan Gao, Guangtao Zhai
arXiv_CV
           
Abstract

We present DroneIQA-VLE, our solution to the ICME 2026 Drone-IQA Grand Challenge on Target-aware Image Quality Assessment for Low-altitude UAV Images. The framework jointly predicts global, target, and background quality scores by ensembling two complementary pipelines: (1) SigLIP2 vision encoders with multi-task regression heads, and (2) a LoRA-adapted Qwen3.5-9B multimodal large language model for quality score regression. The final global quality prediction is obtained by arithmetically averaging the outputs of both pipelines. Our method achieves 2nd place in the challenge, demonstrating its effectiveness. The code is available at this https URL.

Abstract (translated)

URL

https://arxiv.org/abs/2607.00416

PDF

https://arxiv.org/pdf/2607.00416.pdf

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