activity
20232025
most citedLeveraging Vision-Centric Multi-Modal Expertise for 3D Object Detection

9 citations · 22 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2025

FlexIP: Dynamic Control of Preservation and Personality for Customized Image Generation

Linyan Huang, Haonan Lin, Yanning Zhou +1

With the rapid advancement of 2D generative models, preserving subject identity while enabling diverse editing has emerged as a critical research focus. Existing methods typically…

cs.CV2024★ 2 cited

Embodied Understanding of Driving Scenarios

Yunsong Zhou, Linyan Huang, Qingwen Bu +7

Embodied scene understanding serves as the cornerstone for autonomous agents to perceive, interpret, and respond to open driving scenarios. Such understanding is typically founded…

cs.CV2023★ 9 cited

Leveraging Vision-Centric Multi-Modal Expertise for 3D Object Detection

Linyan Huang, Zhiqi Li, Chonghao Sima +4

Current research is primarily dedicated to advancing the accuracy of camera-only 3D object detectors (apprentice) through the knowledge transferred from LiDAR- or multi-modal-based…

cs.CV2023★ 5 cited

Geometric-aware Pretraining for Vision-centric 3D Object Detection

Linyan Huang, Huijie Wang, Jia Zeng +4

Multi-camera 3D object detection for autonomous driving is a challenging problem that has garnered notable attention from both academia and industry. An obstacle encountered in vis…

cs.CV2023★ 3 cited

VoxelFormer: Bird's-Eye-View Feature Generation based on Dual-view Attention for Multi-view 3D Object Detection

Zhuoling Li, Chuanrui Zhang, Wei-Chiu Ma +5

In recent years, transformer-based detectors have demonstrated remarkable performance in 2D visual perception tasks. However, their performance in multi-view 3D object detection re…

cs.CV2023★ 3 cited

You Only Segment Once: Towards Real-Time Panoptic Segmentation

Jie Hu, Linyan Huang, Tianhe Ren +3

In this paper, we propose YOSO, a real-time panoptic segmentation framework. YOSO predicts masks via dynamic convolutions between panoptic kernels and image feature maps, in which…