Object Detection Using TensorFlow
Real-time object detection with deep convolutional neural networks — the practical system behind a published research paper.
Role
Co-author and developer
Timeline
2019
Stack
Python / TensorFlow / OpenCV
Year
2026
Fig. 01 — Object Detection Using TensorFlow
(01)
The problem
Object detection research is easy to publish and hard to run. The paper needed a system that actually detected objects in a live stream, not results from a fixed test set.
(02)
The approach
Implemented real-time detection over deep convolutional neural networks with TensorFlow, using OpenCV for the capture and annotation pipeline, and measured it against the paper's evaluation.
Real-time
Live video inference
2019
Paper published
(03)
The outcome
Published as a research paper during the final year of my Computer Science degree.
Built with
01PythonIntermediate
02TensorFlowIntermediate
03OpenCVIntermediate