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
GitHub https://github.com/tranleanh/edn-gtm
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. …
Stay up to date. Subscribe to my posts https://morrislee1234.wixsite.com/website/contact
Web site with my other posts by category https://morrislee1234.wixsite.com/website
LinkedIn https://www.linkedin.com/in/morris-lee-47877b7b
