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Image compression method and image decompression method adaptive to target distance

ActiveCN117880524B
The application discloses a target distance adaptive image compression method and an image decompression method, wherein the image compression method comprises a training process and an inference process; the training process further comprises depth information extraction, data preprocessing and model training; the depth information extraction takes an image containing a close-range target as input, uses a depth estimation network to extract a depth value corresponding to each pixel from the image, and outputs a single-channel depth map containing the depth value, the resolution of the depth map being the same as that of the input image; the data preprocessing randomly divides images used for training into smaller image blocks, and divides a depth map obtained through the depth information extraction process into small blocks corresponding to the images; the model training performs training on an image compression network, takes the cut image blocks as input, processes the image blocks through a neural network, and outputs corresponding reconstructed image blocks; and the inference process performs image compression.
Owner:HANGZHOU ARCVIDEO TECHNOLOGY CO LTD