activity
20202026
most citedRethinking IoU-based Optimization for Single-stage 3D Object Detection

1 citations · 1 across the 7 of their papers we have counts for

collaborators

9 papers

cs.CV2026

EchoStyle: Unlocking High-Fidelity Video Stylization with Reverse Data Synthesis

Huaqiu Li, Jiahao Wang, Sijia Cai +4

While image stylization has been studied extensively, video stylization remains a critical and largely unsolved challenge in the field of intelligent content creation. Existing met…

cs.CV2026

AnyID: Ultra-Fidelity Universal Identity-Preserving Video Generation from Any Visual References

Jiahao Wang, Hualian Sheng, Sijia Cai +5

Identity-preserving video generation offers powerful tools for creative expression, allowing users to customize videos featuring their beloved characters. However, prevailing metho…

cs.CV2025

EchoMotion: Unified Human Video and Motion Generation via Dual-Modality Diffusion Transformer

Yuxiao Yang, Hualian Sheng, Sijia Cai +6

Video generation models have advanced significantly, yet they still struggle to synthesize complex human movements due to the high degrees of freedom in human articulation. This li…

cs.CV2025

EchoShot: Multi-Shot Portrait Video Generation

Jiahao Wang, Hualian Sheng, Sijia Cai +5

Video diffusion models substantially boost the productivity of artistic workflows with high-quality portrait video generative capacity. However, prevailing pipelines are primarily…

cs.CV2024

PerLDiff: Controllable Street View Synthesis Using Perspective-Layout Diffusion Models

Jinhua Zhang, Hualian Sheng, Sijia Cai +6

Controllable generation is considered a potentially vital approach to address the challenge of annotating 3D data, and the precision of such controllable generation becomes particu…

cs.CV2024

CT3D++: Improving 3D Object Detection with Keypoint-induced Channel-wise Transformer

Hualian Sheng, Sijia Cai, Na Zhao +4

The field of 3D object detection from point clouds is rapidly advancing in computer vision, aiming to accurately and efficiently detect and localize objects in three-dimensional sp…

cs.CV2024

RoScenes: A Large-scale Multi-view 3D Dataset for Roadside Perception

Xiaosu Zhu, Hualian Sheng, Sijia Cai +7

We introduce RoScenes, the largest multi-view roadside perception dataset, which aims to shed light on the development of vision-centric Bird's Eye View (BEV) approaches for more c…

cs.CV2022★ 1 cited

Rethinking IoU-based Optimization for Single-stage 3D Object Detection

Hualian Sheng, Sijia Cai, Na Zhao +5

Since Intersection-over-Union (IoU) based optimization maintains the consistency of the final IoU prediction metric and losses, it has been widely used in both regression and class…

eess.SP2020

Energy Efficiency Optimization for Millimeter Wave System with Resolution-Adaptive ADCs

Hualian Sheng, Xihan Chen, Xiongfei Zhai +2

This letter investigates the uplink of a multi-user millimeter wave (mmWave) system, where the base station (BS) is equipped with a massive multiple-input multiple-output (MIMO) ar…