Computer Vision

Doan Manh Tan

************@*****.*** +84-768-***-*** linkedin.com/in/tân-d oàn-a89276248

github.com/SebastianKyle

Summary

I am a motivated computer science student with a strong focus on computer vision, image processing, and related algorithms. I have hands-on experience with machine learning and deep learning techniques and frameworks, along with knowledge in image processing algorithms. With a solid foundation in both theory and practical applications, I am passionate about leveraging AI and image processing techniques to solve real-world problems efficiently.

Technical Skills

Programming languages: C++, Python

Frameworks:

• Tensorflow, PyTorch

• OpenCV

• CUDA

Others:

• Understanding of image processing fundamentals

• Familiarity with Machine Learning / Deep Learning techniques

• Basic experience with parallel programming with CUDA C++

• Understanding of OOP methodologies, familiar with SOLID principles and design patterns Researches

Estimating carbon index from remote sensing imagery (thesis - ongoing)

• Investigating deep learning models for tree crown detection and carbon stock estimation techniques from aerial imagery.

• Exploring fusion mechanisms which fuse RGB images with height maps (CHM) derived from point cloud to improve detection accuracy.

Projects

Human Pose Estimation Github

• A personal project that allows for training pose estimation model with flexible customization.

• The code base also provides a real-time pose estimation application using cuda C++.

• The architecture was inspired by SimCC model and the DARKPose refinement method.

• Tools used: PyTorch, OpenCV, Cuda C++

Image Segmentation Github

• A personal project that provides implementations for image segmentation algorithms for experimenting.

• Tools used: C++, OpenCV

Image Recovery Github

• A personal project that implements algorithms for experimenting image restoration techniques

• Tools Used: C++, OpenCV

Certifications

• Machine Learning by Stanford University & DeepLearning.AI on Coursera. Certificate earned on July 16, 2024

• Deep Learning by DeepLearning.AI on Coursera. Certificate earned on July 16, 2024 Education

VNU-HCM University of Science, BS in Software Engineering Sept 2021 – Ongoing

• GPA: 3.57/4.0

Languages

Vietnamese: Native

English: Fluent - IELTS 7.5

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