Remove haze in a single image using estimated transmission map with EDN-GTM
Remove haze in a single image using estimated transmission map with EDN-GTM
A Novel Encoder-Decoder Network with Guided Transmission Map for Single Image Dehazing
arXiv paper abstract https://arxiv.org/abs/2202.04757
arXiv PDF paper https://arxiv.org/ftp/arxiv/papers/2202/2202.04757.pdf
A novel Encoder-Decoder Network with Guided Transmission Map (EDN-GTM) for single image dehazing scheme is proposed ...
... EDN-GTM takes conventional RGB hazy image in conjunction with its transmission map estimated by adopting dark channel prior as the inputs of the network.
... utilizes U-Net for image segmentation ... and ... modifications including spatial pyramid pooling module and Swish activation to achieve state-of-the-art dehazing
... outperforms most of traditional and deep learning-based image dehazing schemes in terms of PSNR and SSIM metrics.
... furthermore proves its applicability to object detection problems.
... when applied to ... driving object detection, ... EDN-GTM can efficiently remove haze and significantly improve detection accuracy by 4.73% in terms of mAP measure. ...
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