HVI-CIDNet+ replaces the HSV color plane with polarized hue-saturation coordinates and a learned dark-intensity collapse, then trains a dual-branch transformer-CNN network with CLIP-derived priors for low-light enhancement.
Mpc-net: Multi- prior collaborative network for low-light image enhancement,
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HVI-CIDNet+: Beyond Extreme Darkness for Low-Light Image Enhancement
HVI-CIDNet+ replaces the HSV color plane with polarized hue-saturation coordinates and a learned dark-intensity collapse, then trains a dual-branch transformer-CNN network with CLIP-derived priors for low-light enhancement.