Articles with "depth supervision" as a keyword



NeRF-Det++: Incorporating Semantic Cues and Perspective-Aware Depth Supervision for Indoor Multi-View 3D Detection

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Published in 2025 at "IEEE Transactions on Image Processing"

DOI: 10.1109/tip.2025.3560240

Abstract: NeRF-Det has achieved impressive performance in indoor multi-view 3D detection by innovatively utilizing NeRF to enhance representation learning. Despite its notable performance, we uncover three decisive shortcomings in its current design, including semantic ambiguity, inappropriate… read more here.

Keywords: nerf det; depth supervision; depth; multi view ... See more keywords