Video Stabilization & Motion Estimation

Overview

Developed video stabilization techniques to reduce camera shake using motion estimation and smoothing.

Responsibilities

• Estimated frame-to-frame motion
• Applied trajectory smoothing
• Warped frames to stabilize output

Approach

• Optical flow / feature tracking
• Motion trajectory estimation
• Temporal smoothing

Pipeline

flowchart LR
    A[Input Frames] --> B[Feature Tracking]
    B --> C[Motion Estimation]
    C --> D[Trajectory Smoothing]
    D --> E[Frame Warping]
    E --> F[Stabilized Video]

Tech

OpenCV · NumPy · Optical Flow

Impact

• Reduced visual jitter in videos
• Improved user experience and visual quality
• Demonstrated strong understanding of motion modeling