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Shizhang Fanga

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Preprint Sep 2026

Exploring 2D backbone effects for indoor semantic occupancy prediction

Semantic occupancy prediction gives an embodied agent a voxel-level account of where space is free, occupied, and semantically meaningful. In RGB-D pipelines such as EmbodiedScan, the image encoder is often left as a default module, even though its features are the visual evidence later sampled into the 3D grid. We stu...

Shizhang Fanga, Wanling Yea, Qi Zheng · 0 citations

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