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cs.CV2026
MambaPanoptic: A Vision Mamba-based Structured State Space Framework for Panoptic Segmentation
Qing Cheng, Damiano Bertolini, Wei Zhang +3
Panoptic segmentation requires the simultaneous recognition of countable thing instances and amorphous stuff regions, placing joint demands on long-range context modelling, multi-s…
cs.CV2026
L2P: Unlocking Latent Potential for Pixel Generation
Zhennan Chen, Junwei Zhu, Xu Chen +7
Pixel diffusion models have recently regained attention for visual generation. However, training advanced pixel-space models from scratch demands prohibitive computational and data…