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About this paper

Ruxiao Duan, Yunwen Zhou, Erin Hong, Dongxu Zhao, Eric Turner, Federico Tombari, Alex Wong

Camera3R adapts perspective-pretrained multi-view reconstruction models to combine perspective, fisheye, and panoramic images in one feed-forward pass. It freezes the backbone, adds low-rank experts for non-perspective cameras, and routes each image to an expert while perspective images bypass adaptation. On mixed-camera KITTI360, π³ with Camera3R raises RRA/RTA/AUC scores from 0.200/0.082/0.010 to 1.000/0.881/0.753 versus unadapted π³, specifically on this test.

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