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3d object detection 1incremental learning 1memory bank 1model forgetting 1scene-aware learning 1

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cs.CV2026

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

Peisheng Qian, Jie Xu, Xulei Yang +1

The paper proposes a Learning‑Dynamics‑driven Memory and Review (LDMR) framework to reduce forgetting in long‑incremental 3D object detection by monitoring per‑class detection qual…

cs.CV2024

On-the-fly Point Feature Representation for Point Clouds Analysis

Jiangyi Wang, Zhongyao Cheng, Na Zhao +2

Point cloud analysis is challenging due to its unique characteristics of unorderness, sparsity and irregularity. Prior works attempt to capture local relationships by convolution o…