In the fast-paced world of development, clarity is key—but many developers fall into habits that obscure their code and make life difficult for their teammates.

We present X-Decoder, a generalized decoding model that can predict pixel-level segmentation and language tokens seamlessly. X-Decoder takes as input two types of queries: (i) generic non-semantic ...