Computer Vision, Machine Learning, Startup, Artificial Intelligence, Robotics.
is still the dataset. Though data augmentation and other techniques can help train a decent neural network for 3D information without huge amounts of data, ultimately we will need a large dataset (as ImageNet and Microsoft COCO in 2D world) to train and benchmark a fully optimized neural network.