Image reconstruction method and device, medium, and product
AssigneeThe Hong Kong University of Science and Technology (Guangzhou)
InventorsHui Xiong, Yunfan Lu, Yijie Xu, Wenzong Ma, Weiyu Guo
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AssigneeThe Hong Kong University of Science and Technology (Guangzhou)
InventorsHui Xiong, Yunfan Lu, Yijie Xu, Wenzong Ma, Weiyu Guo
Estimating the term…
Provided are an image reconstruction method and device, a medium, and a product. In the image reconstruction method, Swin Transformer modules in an encoding module are connected through a patch merging layer; and Swin Transformer modules in a decoding module are connected through a patch expanding layer. The encoding module and the decoding module are structurally symmetrical. Finally, an upsampled feature map is input into a reconstruction module for transformation to obtain an RGB image. A network is constructed based on a U-Net architecture, which can restore a corresponding high-resolution RGB image from a feature map. During demosaicing, missing value filling and defective pixel correction can be performed on a RAW image captured by an event camera, to obtain a high-quality RGB image. Swin Transformer is used as a feature extractor, which can effectively capture long-range dependencies and maintain consistency between local and global information.
An image reconstruction method, comprising:
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