QAGA-Net: enhanced vision transformer-based object detection for remote sensing images
Huaxiang Song,
Hanjun Xia,
Wenhui Wang
et al.
Abstract:PurposeVision transformers (ViT) detectors excel in processing natural images. However, when processing remote sensing images (RSIs), ViT methods generally exhibit inferior accuracy compared to approaches based on convolutional neural networks (CNNs). Recently, researchers have proposed various structural optimization strategies to enhance the performance of ViT detectors, but the progress has been insignificant. We contend that the frequent scarcity of RSI samples is the primary cause of this problem, and mod… Show more
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