Semantic segmentation has witnessed tremendous progress due to the proposal of various advanced network architectures.

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Most existing neural architecture search (NAS) algorithms are dedicated to and evaluated bythedownstream tasks, e.g.,image classification incomputer vision.

Iterative refinement models, such as diffusion generative models and flow matching methods [Sohl-Dickstein et al., 2015, Ho et al., 2020, Song et al., 2020, Lipman et al., 2023, Albergo and V anden-Eijnden, 2023], have seen increasing popularity in recent months, and much effort has been invested