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Standard perspective backbones can solve feed-forward 3D reconstruction across arbitrary mixtures of uncalibrated perspective, fisheye, and 360掳 panoramas in a single pass, beating camera-conditioned baselines by over 26 mAA without any architectural redesign.
Monolithic 3D scenes with hundreds of heavily occluded objects can be cleanly parsed into individual editable meshes without ever training on multi-object data.
Conditioning signals now match generated content more closely, leading to unprecedented realism in long-horizon video generation.
Evoke achieves state-of-the-art performance in interactive world modeling by externalizing memory and enabling long-horizon supervision, all while maintaining responsiveness and efficiency.
Achieving high-quality low-light imaging without the need for clean RGB data could revolutionize how we approach image enhancement in challenging environments.
AlayaWorld transforms game development by enabling real-time, interactive world generation that adapts to user actions without the need for extensive manual design.
