GC-ART learns global second-order rational tone curves from soft per-channel histograms via a 643-parameter MLP and applies them pointwise to boost illumination robustness in image classification.
SGDR: Stochastic gradient descent with warm restarts
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S-MGAA adds pixel-channel enhancement and frequency compensation modules to improve audio deepfake detection on very short, degraded speech inputs.
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GC-ART: Global Learnable Second-Order Rational Tone Curves for Illumination Robustness
GC-ART learns global second-order rational tone curves from soft per-channel histograms via a 643-parameter MLP and applies them pointwise to boost illumination robustness in image classification.
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Audio Deepfake Detection at the First Greeting: "Hi!"
S-MGAA adds pixel-channel enhancement and frequency compensation modules to improve audio deepfake detection on very short, degraded speech inputs.