2 papers
cs.CV2026
Gauge-Equivariant Attention for Rotation-Stable Scene Understanding
Tianjian Zhou, Yishan Li, Jie Jiang +1
Panoramic scene understanding increasingly relies on icosphere transformers, but a state-of-the-art spherical model loses more than half of its segmentation accuracy wh…
cs.CV2026
P-SLCR: Unsupervised Point Cloud Semantic Segmentation via Prototypes Structure Learning and Consistent Reasoning
Lixin Zhan, Jie Jiang, Tianjian Zhou +3
Current semantic segmentation approaches for point cloud scenes heavily rely on manual labeling, while research on unsupervised semantic segmentation methods specifically for raw p…