3 papers
cs.CV2024
Efficient Point Cloud Classification via Offline Distillation Framework and Negative-Weight Self-Distillation Technique
Qiang Zheng, Chao Zhang, Jian Sun
The rapid advancement in point cloud processing technologies has significantly increased the demand for efficient and compact models that achieve high-accuracy classification. Know…
cs.CV2024
PMT-MAE: Dual-Branch Self-Supervised Learning with Distillation for Efficient Point Cloud Classification
Qiang Zheng, Chao Zhang, Jian Sun
Advances in self-supervised learning are essential for enhancing feature extraction and understanding in point cloud processing. This paper introduces PMT-MAE (Point MLP-Transforme…
cs.CV2024
PointMT: Efficient Point Cloud Analysis with Hybrid MLP-Transformer Architecture
Qiang Zheng, Chao Zhang, Jian Sun
In recent years, point cloud analysis methods based on the Transformer architecture have made significant progress, particularly in the context of multimedia applications such as 3…