Deep outdoor illumination estimation
Deep outdoor illumination estimation
We present a convolutional neural network-based (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 us a …