A3D: Studying Pretrained Representations with Programmable Datasets

Data augmentation: A comprehensive survey of modern approaches

“…Figure 7 shows samples of image data gen-erated by the technique. The approach contrasts sharply with traditional approaches such as A3D [57] that do not make use of feedback signal from the performance on the downstream task to optimize simulation parameters. The synthesis process in these cases, thus, involve extensive manual tuning.…”