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papers

Publications (10)

ExtrinSplat: Decoupling Geometry and Semantics for Open-Vocabulary Understanding in 3D Gaussian Splatting

Jiayu Ding, Xinpeng Liu, Zhiyi Pan +2

Safer Reasoning Traces: Measuring and Mitigating Chain-of-Thought Leakage in LLMs

Patrick Ahrend, Tobias Eder, Xiyang Yang +2

Bi-Directional Attention for Joint Instance and Semantic Segmentation in Point Clouds

Guangnan Wu, Zhiyi Pan, Peng Jiang +1

Distribution Guidance Network for Weakly Supervised Point Cloud Semantic Segmentation

Zhiyi Pan, Wei Gao, Shan Liu +1

Super Diffusion for Salient Object Detection

Peng Jiang, Zhiyi Pan, Nuno Vasconcelos +2

Perspective+ Unet: Enhancing Segmentation with Bi-Path Fusion and Efficient Non-Local Attention for Superior Receptive Fields

Jintong Hu, Siyan Chen, Zhiyi Pan +2

Point Cloud Semantic Segmentation with Sparse and Inhomogeneous Annotations

Zhiyi Pan, Nan Zhang, Wei Gao +2

Scribble-Supervised Semantic Segmentation by Uncertainty Reduction on Neural Representation and Self-Supervision on Neural Eigenspace

Zhiyi Pan, Peng Jiang, Yunhai Wang +2

EPContrast: Effective Point-level Contrastive Learning for Large-scale Point Cloud Understanding

Zhiyi Pan, Guoqing Liu, Wei Gao +1

Scribble-Supervised Semantic Segmentation by Random Walk on Neural Representation and Self-Supervision on Neural Eigenspace

Zhiyi Pan, Peng Jiang, Changhe Tu