The translated data: DatasetDM is a versatile dataset generation model capable of producing diverse synthetic images along with accurate perceptual annotations. This model is based on a pre-trained diffusion model, which generates precise annotations by decoding latent encodings. The synthesized data produced can be used to train various perceptual models for downstream tasks.