Automated Video Object Eraser Pipeline Huaze Liu [Code]
A reproducible workflow for removing dynamic objects from videos by integrating YOLO for detection, OSTrack for tracking, SAM2 for segmentation, and DiffuEraser for diffusion-based inpainting. The system ensures temporal consistency and high-quality background restoration.
Vision-based Localization and Path Planning TurtleBot System Huaze Liu, Jessica Liu
[Report] /
[Code]
Developed a dual-robot system for autonomous emergency response, where an "explorer" robot uses vision-based detection and an EKF/UKF to locate targets and a "rescuer" robot uses the A* algorithm to navigate to them. The framework is validated in the Webots simulator.
Robotics CAD Collection for low-cost robot platforms — Open-source SolidWorks Parts Huaze Liu [Code]
A growing collection of SolidWorks models and assemblies (grippers, robot arms, and more) aimed at enabling
affordable, open-source robotic platforms. Future additions planned: small vehicles, mobile manipulators, multi-legged robots, and more.
Transfer Learning of DETR for Traffic Object Detection Huaze Liu, Qingyang Zeng
[Report] /
[Code]
Fine-tuned DETR (End-to-End Object Detection with Transformers) for traffic object detection task using
KITTI object detection dataset, achieving 71.1% mAP with 18.1ms latency.
A Multi-Objective Acquisition Function of Bayesian Optimization Huaze Liu, Zihao Gao, Qingyang Zeng, Ruijie Li
[Report]
We developed a Scalarized Upper Confidence Bound function for Bayesian Optimization in hyperparameter tuning.
It was tested by benchmarking on SVM and CNN models, reducing latency by 8% at equivalent accuracy compared to standard methods.