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WaveFuse: A Unified Unsupervised Framework for Image Fusion with Discrete Wavelet Transformform through regional energy and deep learning. To our best knowledge, this is the first time that a conventional frequency method has been combined with deep learning for feature maps fusion. The useful information of feature maps can be utilized adequately through multi-scale discrete wavelet tran