activity
20232026
most citedVision-based 3D occupancy prediction in autonomous driving: a review and outlook

3 citations · 6 across the 7 of their papers we have counts for

collaborators

8 papers

cs.CV2026

Uni-MDTrack: Learning Decoupled Memory and Dynamic States for Parameter-Efficient Visual Tracking in All Modality

Wenrui Cai, Zhenyi Lu, Yuzhe Li +4

With the advent of Transformer-based one-stream trackers that possess strong capability in inter-frame relation modeling, recent research has increasingly focused on how to introdu…

cs.CV2026

ResWorld: Temporal Residual World Model for End-to-End Autonomous Driving

Jinqing Zhang, Zehua Fu, Zelin Xu +3

The comprehensive understanding capabilities of world models for driving scenarios have significantly improved the planning accuracy of end-to-end autonomous driving frameworks. Ho…

cs.CV2025★ 1 cited

Vision-Language Model for Object Detection and Segmentation: A Review and Evaluation

Yongchao Feng, Yajie Liu, Shuai Yang +13

Vision-Language Model (VLM) have gained widespread adoption in Open-Vocabulary (OV) object detection and segmentation tasks. Despite they have shown promise on OV-related tasks, th…

cs.CV2024

LightOcc: Lightweight Spatial Embedding for Efficient Vision-based 3D Occupancy Prediction

Jinqing Zhang, Yanan Zhang, Wenrui Cai +2

Occupancy prediction has garnered increasing attention in recent years for its comprehensive fine-grained environmental representation and strong generalization to open-set objects…

cs.CV2024

GeoBEV: Learning Geometric BEV Representation for Multi-view 3D Object Detection

Jinqing Zhang, Yanan Zhang, Yunlong Qi +3

Bird's-Eye-View (BEV) representation has emerged as a mainstream paradigm for multi-view 3D object detection, demonstrating impressive perceptual capabilities. However, existing me…

cs.CV2024

FSD-BEV: Foreground Self-Distillation for Multi-view 3D Object Detection

Zheng Jiang, Jinqing Zhang, Yanan Zhang +4

Although multi-view 3D object detection based on the Bird's-Eye-View (BEV) paradigm has garnered widespread attention as an economical and deployment-friendly perception solution f…

cs.CV2024★ 3 cited

Vision-based 3D occupancy prediction in autonomous driving: a review and outlook

Yanan Zhang, Jinqing Zhang, Zengran Wang +2

In recent years, autonomous driving has garnered escalating attention for its potential to relieve drivers' burdens and improve driving safety. Vision-based 3D occupancy prediction…

cs.CV2023★ 2 cited

SA-BEV: Generating Semantic-Aware Bird's-Eye-View Feature for Multi-view 3D Object Detection

Jinqing Zhang, Yanan Zhang, Qingjie Liu +1

Recently, the pure camera-based Bird's-Eye-View (BEV) perception provides a feasible solution for economical autonomous driving. However, the existing BEV-based multi-view 3D detec…