Projects
- Detecting and Recognizing Texts in Images of Display Ads
Research Intern @ Microsoft Research
Developed algorithms for text detection and recognition in complex images of display ads.
- Object Detection and Segmentation in Traffic and Retail Surveillance Videos
Research Intern @ IBM T. J. Watson Research Center
Working on fraud detection in retail surveillance videos and abandoned object detection in public surveillance videos.
- Joint Detection and Segmentation of Cell Regions in Microscopic Images
Research Assistant @ Carnegie Mellon University
Developed a novel heterogeneous CRF model that realizes joint detection and segmentation of cell regions in microscopic images. The proposed model makes it possible to distinguish among individual cells with a CRF by eliminating inherent redundancy while maintaining full expressiveness.
- Adaptive Cell Detection under Phase Contrast Microscopy
Research Intern @ Intel Research Pittsburgh
Developed a novel learning-based algorithm that adapts to different types of cells and imaging conditions to achieve robust detection under various scenarios without human intervention.
- Cognitive State Classification using Magnetoencephalography Data
Ph.D. student @ Carnegie Mellon University
Developed signal processing and machine learning algorithms that successfully decoded human cognitive states from Magnetoencephalography data, and moreover, revealed some important phenomena of human brain activities.
- Object Recognition by Discreet and Continuous Search
Research Assistant @ Carnegie Mellon University
Developed a highly effective part-based object detection algorithm that integrates discreet and continuous search to enhance robustness to noise and occlusion while reducing computational complexity.
- Visual-Tracking Robot
R&D Intern @ National Instruments China
Developed a robot which could keep its eye (a video camera) gazing at any designated moving object (by rotating the camera) with high robustness and low latency. This was a first-of-its-kind robotic system integrating vision and motion components of NI's LabVIEW platform and products.
- Robust Visual Object Tracking against Drift and Occlusion
Research Assistant @ Fudan University
Developed a set of visual tracking algorithms capable of inhibiting template drift and handling various types of occlusions robustly. This work pushed forward the state of the art in visual object tracking.
- DSP-Based Real-Time Visual Tracking System
Research Assistant @ Fudan University
Developed a real-time visual tracking algorithm tailored to a TI DM642 DSP board. This work successfully fulfilled the requirements of a major national project.
- Intelligent Server Power Management
Software Engineer Intern @ IBM China Development Laboratory
Developed a novel server power management strategy that enables a server to automatically choose optimal throttling settings over time by adaptively learning the relationship between power consumption and CPU throttling states under various workloads. (IBM Invention Disclosure)
- Multimedia Experiment Platform for Human Psycho-Visual Modeling
Research Assistant @ Fudan University
Developed the platform, organized experiments, and gained intriguing insights from the experimental data.
- Adaptive GOF Residual Operation in Video Compression
Research Assistant @ Fudan University
Designed a novel 3D-DWT video coding algorithm which significantly enhances compression efficiency by performing content-adaptive GOF residual operations.
- Real-Time Video Compression and Transmission System (National Project 863)
Research Assistant @ Fudan University
Implemented 3D-DWT video compression algorithm on an ADI BF533 DSP and designed an interface between video camera and main system. This work successfully fulfilled the requirements of a major national project.