CPC H04N 19/42 (2014.11) [H04N 19/103 (2014.11); H04N 19/132 (2014.11)] | 10 Claims |
1. A method for adaptive image preprocessing and reconstruction, comprising:
preprocessing an input image;
encoding and decoding the preprocessed image; and
reconstructing the encoded and decoded image, wherein
preprocessing the input image comprises using a preprocessing kernel generated based on a control parameter indicating a weight for human vision and machine vision,
reconstructing the encoded and decoded image is performed using a reconstruction network corresponding to a value of the control parameter,
reconstructing the encoded and decoded image is performed using multiple models respectively trained using a loss function corresponding to the control parameter, and
the reconstruction network is trained by giving priority to a loss function for performing a task of the machine vision as the value of the control parameter is larger.
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