Computer Vision Researcher Resume
PROFESSIONAL SUMMARY:
Expert in Image Processing, Computer Vision and Machine Learning - Strong Algorithmic, Math, and Programming skills -Excellent Analytic, Verbal, Writing & Presentation - Proficient in Problem Solving - Self Motivated- Practical Experience with Computer Vision Methods and Algorithms - Track Record in a Computer Vision (e.g., segmentation, registration, compression, modeling, detection and tracking) - Experience in Medical Image Processing- Experience in working within industry-university collaborations - Team and Project Management
TECHNICAL SKILLS:
Image Processing: Feature Detection, Feature Classification, Segmentation, Clustering
Geometry: Euclidean Distance Transform, Triangulation, Nearest Neighbor search
Statistical Classification: KNN, Random Forest, Decision Tree, Linear Programming, Machine Learning Supervised Learning, Unsupervised Learning, Reinforcement Learning
Digital Signal: Processing FFT, Wavelet
Sequence: Algorithms DTW, Sorting
Computer Graphics: Texture Mapping, 3D Visualization
Programming Languages: C++, C#,MATLAB, Python, OpenGL, HTML, CSS, PHP
Libraries: OpenCv, ImageJ, CImg, ITK, VTK
Statistical Packages: Octave, R Studio, Simfit, SPSS
Medical Imaging: MRI, PET, SPECT, DICOM Standard
Source: Control Mercurial, TFS
Databases: SQL, MS Access
Project Management: Planning, Control, Cost and Budget Estimation, Technical Presentations
EMPLOYMENT HISTORY:
Computer Vision Researcher
Confidential
Responsibilities:
- Introduced an imagery inspection system for wind turbine blades inspection based on UAV images
- Designed, coded, tested and maintained software and prepared research plan and final report Utilized: C++, OpenCv, MATLAB, Python
Computer Vision Consultant
Confidential
Responsibilities:
- Confidential provides cutting-edge services in image processing, computer vision, machine learning and algorithms.
- Designed nonwoven and textile inspection system for the detection of different kinds of defects Provide recommendations for re-engineering and streamlining business process
- Developed algorithms to deal with low quality images for various biometric applications Utilized C++, OpenCv, eStudio
Postdoc Fellow in Medical Imaging Analysis
Confidential
Responsibilities:
- Confidential provides technology development services focused in medical imaging.
- Performed literature surveys and competitive analysis to understand existing and competing histopathology registration with multi-modality medical images (MRI, PET, SPECT)
- Developed a prototype for registration and validation of 3D in vivo imaging to histopathology Worked closely with multi-disciplinary teams in requirements gathering and software design Utilized C++ / CLI, ImageJ, OpenCv, MATLAB, R studio, Mercurial, TFS
Image Processing Algorithms Developer
Confidential
Responsibilities:
- Confidential Automation is a developer of machine vision camera systems and image inspection software for quality improvement.
- Designed and implemented new and innovative approach for detection and inspection of defects in optical disks and cover lenses
- Applied a novel approach to detect data matrix using geometric analysis technique
- Designed fast and easy algorithm for finding the L-finder in data matrix that is superior to the existence technique and robust to image rotation and scale variance
- Utilized C++, C#, ITK, MATLAB
Postdoctoral Fellow in Image Analysis
Confidential
Responsibilities:
- Imaging Processing Lab. at TIT pursue research in areas related to image processing, pattern recognition, image processing expert system, computer vision, computer graphics and artificial life.
- Developed a noise reduction algorithm to smooth non-uniform noisy image
- Proposed new unsupervised algorithm for texture analysis and defect detection
- Designed an innovative optimal features selection method based on the statistical techniques
- Proposed image segmentation system to segment single or multi objects in the image of different modalities
- Utilized C++, OpenCV, MATLAB