LUMA: Benchmarking Segmentation via a Lightweight Universal Mask Adapter.

arXiv:2607.00687v2 Announce Type: replace-cross Abstract: Comparing transformer backbones for image segmentation is confounded: each is paired with a different decoder, recipe, and pretraining, so reported differences rarely reflect the backbone itself. We int