Jiaxu Liu

most citedU3DS

^{3}

: Unsupervised 3D Semantic Scene Segmentation

1 citations · 1 across the 3 of their papers we have counts for

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cs.CV2025

KD360-VoxelBEV: LiDAR and 360-degree Camera Cross Modality Knowledge Distillation for Bird's-Eye-View Segmentation

Wenke E, Yixin Sun, Jiaxu Liu +3

We present the first cross-modality distillation framework specifically tailored for single-panoramic-camera Bird's-Eye-View (BEV) segmentation. Our approach leverages a novel LiDA…

cs.CV2025

TFDM: Time-Variant Frequency-Based Point Cloud Diffusion with Mamba

Jiaxu Liu, Li Li, Hubert P. H. Shum +1

Diffusion models currently demonstrate impressive performance over various generative tasks. Recent work on image diffusion highlights the strong capabilities of Mamba (state space…

cs.CV2023★ 1 cited

U3DS $^{3}$ : Unsupervised 3D Semantic Scene Segmentation

Jiaxu Liu, Zhengdi Yu, Toby P. Breckon +1

Contemporary point cloud segmentation approaches largely rely on richly annotated 3D training data. However, it is both time-consuming and challenging to obtain consistently accura…

KD360-VoxelBEV: LiDAR and 360-degree Camera Cross Modality Knowledge Distillation for Bird's-Eye-View Segmentation

TFDM: Time-Variant Frequency-Based Point Cloud Diffusion with Mamba

U3DS3: Unsupervised 3D Semantic Scene Segmentation

U3DS $^{3}$ : Unsupervised 3D Semantic Scene Segmentation