End-to-end CCTV anomaly scoring: YOLOv8 person detection + optional face ID + per-camera autoencoder reconstruction error + FFT motion feature + CSV/annotated video outputs.

Open-source codebase for extracting, quantifying, and classifying motion behavior in government sensor footage using the Orb Motion Classifier v2.0.

A research toolkit for extracting quantitative features from human movement data, offering computational methods to analyze movement qualities like smoothness, bilateral symmetry, contraction/expansion patterns, and synchronization. Built for researchers in motor control, biomechanics, and movement disorders.

Computer vision system that analyzes sports footage to provide real-time performance metrics, injury prevention insights, and tactical recommendations.

Generalized and streamlined image phenotyping of dynamic objects over time

CoachMe: A generative instruction model based on motion analysis for sports.

Natural Coordinates with python for biomechanics

Compute causal relationships between individual pixels in 2D videos over space and time to reveal salient dynamics using a variety of causal measures

🧍 Human pose estimation using MediaPipe Pose & OpenCV for landmark detection, skeleton tracking, and activity analysis.

⛸️ Ice skating analysis using MediaPipe Pose & OpenCV for balance, posture, angle, and movement evaluation — applicable to both casual skating and figure skating.

🏌️ Golf swing analysis using MediaPipe Pose & OpenCV for motion tracking, posture evaluation, and performance improvement.

Python interface of C3Dserver software for reading and editing C3D motion capture files

Interactive web-based biomechanics tool for real-time squat motion analysis and Center of Mass (COM) visualization, combining YOLOv5 tracking, Unity simulation, and educational quizzes.

Goniometric motion analysis software

Video Steganography with DCT, Motion Analysis and Psychovisual Thresholds

A motion analysis tool

Medical img/video processing: optical flow (Farneback, Lucas-Kanade, DL), CBIR (SIFT/ORB/CNN embeddings), object detection and Dash interactivity

Tracking objects in 2D

Python package used by used by me and my friends at the university in the course "Advanced Image, Video and Motion Analysis".

Computer Vision 🦠 - Analysis of the motion of microorganisms in petri dishes