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20242026
most citedOn-the-fly Point Feature Representation for Point Clouds Analysis

8 citations · 9 across the 8 of their papers we have counts for

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5 papers · 1 filter

cs.RO2026

SAP-Nav: Spatial Semantic Representation Meets Active Perception for Hierarchical Open-Vocabulary Object Navigation

Xuetong Pei, Jian Liu, Vidura Munasinghe +4

Hierarchical open-vocabulary object navigation (OVON) requires agents to follow free-form instructions that may specify targets through scene-, room-, region-, and instance-level c…

cs.CV2026

Breaking the Model Forgetting Cycle in Long-Incremental 3D Object Detection

Peisheng Qian, Jie Xu, Xulei Yang +1

Incremental 3D object detection requires a detector to learn novel object classes while remembering previously learned ones over sequentially arriving data. Previous methods, prima…

cs.CV2026

PanDA: Unsupervised Domain Adaptation for Multimodal 3D Panoptic Segmentation in Autonomous Driving

Yining Pan, Shijie Li, Yuchen Wu +2

This paper presents the first study on Unsupervised Domain Adaptation (UDA) for multimodal 3D panoptic segmentation (mm-3DPS), aiming to improve generalization under domain shifts…

cs.CV2026

Few-Shot Incremental 3D Object Detection in Dynamic Indoor Environments

Yun Zhu, Jianjun Qian, Jian Yang +2

Incremental 3D object perception is a critical step toward embodied intelligence in dynamic indoor environments. However, existing incremental 3D detection methods rely on extensiv…

cs.CV2026

SCOPE: Scene-Contextualized Incremental Few-Shot 3D Segmentation

Vishal Thengane, Zhaochong An, Tianjin Huang +5

Incremental Few-Shot (IFS) segmentation aims to learn new categories over time from only a few annotations. Although widely studied in 2D, it remains underexplored for 3D point clo…