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Bin Tan
I'm currently a research scientist at Ant Group. I obtained Ph.D. degree from Wuhan University under the co-supervision of Prof. Nan Xue and Gui-Song Xia.
I'm now interested in 3D reconstruction and scene representation with geometric structures.
Email: tanbin[at]whu[dot]edu[dot]cn
Google Scholar  / 
Github
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Recent News
[05/2025]: Two papers (PlanarSplatting and ScaleLSD) are accepted to CVPR 2025!
[05/2024]: One paper (NEAT) is accepted to CVPR 2024!
[09/2023]: One paper (NOPE-SAC) is accepted to IEEE TPAMI!
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Publications
* indicates equal contribution,
† indicates the corresponding author
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LingBot-Depth: Masked Depth Modeling for Spatial Perception
Bin Tan,
Changjiang Sun,
Xiage Qin,
Hanat Adai,
Zelin Fu,
Tianxiang Zhou,
Han Zhang,
Yinghao Xu,
Xing Zhu,
Yujun Shen,
Nan Xue†
preprint, 2026
arXiv /
project page /
code
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Interacted Planes Reveal 3D Line Mapping
Zeran Ke,
Bin Tan,
Gui-Song Xia,
Yujun Shen,
Nan Xue†
IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), 2026
arXiv /
project page /
code
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Seeing through Satellite Images at Street Views
Ming Qian,
Bin Tan,
Qiuyu Wang,
Xianwei Zheng,
Hanjiang Xiong,
Gui-Song Xia,
Yujun Shen,
Nan Xue
IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), 2026
arXiv /
project page /
code
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PLANA3R: Zero-shot Metric Planar 3D Reconstruction via Feed-Forward Planar Splatting
Changkun Liu*,
Bin Tan*,
Zeran Ke,
Shangzhan Zhang,
Jiachen Liu,
Ming Qian,
Nan Xue
Yujun Shen,
Tristan Braud,
NeurIPS, 2025
arXiv /
project page /
code
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PlanarSplatting: Accurate Planar Surface Reconstruction in 3 Minutes
Bin Tan,
Rui Yu,
Yujun Shen,
Nan Xue†
CVPR, 2025
Highlight Presentation (All strong accept)
arXiv /
project page /
code
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ScaleLSD: Scalable Deep Line Segment Detection Streamlined
Zeran Ke,
Bin Tan,
Xianwei Zheng,
Yujun Shen,
Tianfu Wu,
Nan Xue†
CVPR, 2025
arXiv /
project page /
code
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NEAT: Distilling 3D Wireframes from Neural Attraction Fields
Nan Xue,
Bin Tan,
Yuxi Xiao,
Liang Dong,
Gui-Song Xia,
Tianfu Wu,
Yujun Shen
CVPR, 2024
arXiv /
PDF /
video /
code
We present a neural 3D wireframe reconstruction approach without explicit line segment matching.
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NOPE-SAC: Neural One-Plane RANSAC for Sparse-View Planar 3D Reconstruction
Bin Tan,
Nan Xue†,
Tianfu Wu,
Gui-Song Xia
IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), 2023
arXiv /
code
We present a novel Neural One-PlanE RANSAC framework (NOPE-SAC) that learns one-plane pose hypotheses from 3D plane correspondences for sparse-view planar reconstruction.
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HoW-3D: Holistic 3D Wireframe Perception from a Single Image
Wenchao Ma,
Bin Tan,
Nan Xue,
Tianfu Wu,
Xianwei Zheng,
Gui-Song Xia
3DV, 2022
arXiv /
code /
video
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PlaneTR: Structure-Guided Transformers for 3D Plane Recovery
Bin Tan*,
Nan Xue*,
Song Bai,
Tianfu Wu,
Gui-Song Xia†
ICCV, 2021
arXiv /
code
We present a novel model, PlaneTR, that simultaneously leverages the context information and global structure cues to recover 3D planes from a single image.
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