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Emiliano Gambaretto

2 accepted papers

2018

A Perceptual Measure for Deep Single Image Camera Calibration

CVPR 2018poster

Most current single image camera calibration methods rely on specific image features or user input, and cannot be applied to natural images captured in uncontrolled settings. We propose inferring directly camera calibration parameters from a single image using a deep convolutional neural network. Th…

Cited by 143SourcePDFScholar
2017

Deep Outdoor Illumination Estimation

CVPR 2017oral

We present a CNN-based technique to estimate high-dynamic range outdoor illumination from a single low dynamic range image. To train the CNN, we leverage a large dataset of outdoor panoramas. We fit a low-dimensional physically-based outdoor illumination model to the skies in these panoramas giving…

Cited by 272PDFScholar