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cs.CV2026

Hyperspectral Image Classification via Efficient Global Spectral Supertoken Clustering

Peifu Liu, Tingfa Xu, Jie Wang +3

Hyperspectral image classification demands spatially coherent predictions and precise boundary delineation. Yet prevailing superpixel-based methods face an inherent contradiction:…

cs.CV2025

ArchCAD-400K: A Large-Scale CAD drawings Dataset and New Baseline for Panoptic Symbol Spotting

Ruifeng Luo, Zhengjie Liu, Tianxiao Cheng +13

Recognizing symbols in architectural CAD drawings is critical for various advanced engineering applications. In this paper, we propose a novel CAD data annotation engine that lever…

cs.CV2025

A Structure-aware and Motion-adaptive Framework for 3D Human Pose Estimation with Mamba

Ye Lu, Jie Wang, Jianjun Gao +3

Recent Mamba-based methods for the pose-lifting task tend to model joint dependencies by 2D-to-1D mapping with diverse scanning strategies. Though effective, they struggle to model…

cs.CV2025

PvNeXt: Rethinking Network Design and Temporal Motion for Point Cloud Video Recognition

Jie Wang, Tingfa Xu, Lihe Ding +3

Point cloud video perception has become an essential task for the realm of 3D vision. Current 4D representation learning techniques typically engage in iterative processing coupled…

cs.CV2024

Target-Guided Adversarial Point Cloud Transformer Towards Recognition Against Real-world Corruptions

Jie Wang, Tingfa Xu, Lihe Ding +1

Achieving robust 3D perception in the face of corrupted data presents an challenging hurdle within 3D vision research. Contemporary transformer-based point cloud recognition models…

cs.CV2024

Dual-stage Hyperspectral Image Classification Model with Spectral Supertoken

Peifu Liu, Tingfa Xu, Jie Wang +3

Hyperspectral image classification, a task that assigns pre-defined classes to each pixel in a hyperspectral image of remote sensing scenes, often faces challenges due to the negle…