Deep Value Networks Learn to Evaluate and Iteratively Refine Structured Outputs

Michael Gygli, Mohammad Norouzi, Anelia Angelova

Abstract: We approach structured output prediction by optimizing a deep value network (DVN) to precisely estimate the task loss on different output configurations for a given input. Once the model is trained...