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Zhengyin Liang

3 accepted papers

2026

RobusTor3D: Robust Multimodal 3D Object Detector for Autonomous Driving by Vision-Language Knowledge Blending

AAAI 2026technical

Multimodal 3D object detection for autonomous driving, a task for real-world applications, poses substantial challenges in maintaining robust performance under various perturbations and complex environmental conditions. However, most existing approaches primarily focus on performance optimization un

Cited by 0SourcePDFScholar
2026

VFM-Dynamo: Accurate Non-rigid Motion Identification via Vision Foundation Model for Self-supervised Monocular Depth Estimation

IJCAI 2026

Accurate identification of non-rigid motion is crucial for geometric validity in self-supervised monocular depth estimation (MDE), yet it remains challenging for current methods. Inspired by Human Visual Perception (HVP), we present VFM-Dynamo, an efficient self-supervised MDE framework that disambi

Cited by 0Scholar
2025

UniDxMD: Towards Unified Representation for Cross-Modal Unsupervised Domain Adaptation in 3D Semantic Segmentation

ICCV 2025poster

Modality or domain distribution shifts pose formidable challenges in 3D semantic segmentation. Existing methods predominantly address either cross-modal or cross-domain adaptation in isolation, leading to insufficient exploration of semantic associations and complementary features in heterogeneous d…

Cited by 0SourcePDFScholar