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20232026
most cited360 Layout Estimation via Orthogonal Planes Disentanglement and Multi-view Geometric Consistency Perception

3 citations · 3 across the 4 of their papers we have counts for

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cs.CV2026

SphereSOD: Geometry-Structure Coupled Learning for 360 Salient Object Detection

Junsong Zhang, Zhijie Shen, Shuai Zheng +4

360° salient object detection (SOD) aims to accurately segment salient regions across a full field of view. However, equirectangular projection (ERP) introduces severe spatial dist…

cs.CV2026

RePer-360: Releasing Perspective Priors for 360 Depth Estimation via Self-Modulation

Cheng Guan, Chunyu Lin, Zhijie Shen +2

Recent depth foundation models trained on perspective imagery achieve strong performance, yet generalize poorly to 360 images due to the substantial geometric discrepancy b…

cs.CV2025

Semi-Supervised 360 Layout Estimation with Panoramic Collaborative Perturbations

Junsong Zhang, Chunyu Lin, Zhijie Shen +3

The performance of existing supervised layout estimation methods heavily relies on the quality of data annotations. However, obtaining large-scale and high-quality datasets remains…

cs.CV2024

SGFormer: Spherical Geometry Transformer for 360 Depth Estimation

Junsong Zhang, Zisong Chen, Chunyu Lin +5

Panoramic distortion poses a significant challenge in 360 depth estimation, particularly pronounced at the north and south poles. Existing methods either adopt a bi-projection fusi…

cs.CV2023★ 3 cited

360 Layout Estimation via Orthogonal Planes Disentanglement and Multi-view Geometric Consistency Perception

Zhijie Shen, Chunyu Lin, Junsong Zhang +3

Existing panoramic layout estimation solutions tend to recover room boundaries from a vertically compressed sequence, yielding imprecise results as the compression process often mu…