The paper names the 'gene effect' for the observation that random parameters sometimes outperform trained ones in low-light enhancement, and introduces parameter dynamic evolution with orthogonal basis generation to counter it, yielding modest PSNR gains.
Dynamic convolu- tion: Attention over convolution kernels
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PDE: Gene Effect Inspired Parameter Dynamic Evolution for Low-light Image Enhancement
The paper names the 'gene effect' for the observation that random parameters sometimes outperform trained ones in low-light enhancement, and introduces parameter dynamic evolution with orthogonal basis generation to counter it, yielding modest PSNR gains.