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Abstract: The paper presents a novel method, Zero-Reference Deep Curve Estimation (Zero-DCE), which formulates light enhancement as a task of image-specific curve estimation with a deep network. Our ...

Abstract: Recent studies show that the state-of-the-art deep neural networks (DNNs) are vulnerable to adversarial examples, resulting from small-magnitude perturbations added to the input. Given that ...

The two-stage training framework of ER-Depth. In the first stage, we train DepthNet and PoseNet with the perturbation-invariant depth consistency loss. In the second stage, we leverage the teacher ...

All it takes is lumber and a little bit of time. This creative DIY shoe rack does more than hold footwear — it adds function ...