Related Experiment Videos
Determining scale and sea state from water video.
Lisa Spencer1, Mubarak Shah, Ratan K Guha
1College of Engineering and Computer Science, University of Central Florida, Orlando 32816-2450, USA. lspencer@cs.ucf.edu
Summary
This study introduces a novel method to determine real-world scale and sea state from uncalibrated ocean videos. It leverages wave physics and Fourier analysis for accurate measurements in dynamic marine environments.
Area of Science:
- Computer Vision
- Oceanography
- Image Processing
Background:
- Determining real-world scale in image processing typically requires camera calibration.
- Dynamic scenes, particularly ocean environments, present unique challenges for scale estimation.
- Existing methods often fail in uncalibrated or dynamic scenarios.
Purpose of the Study:
- To develop a method for recovering real-world scale and sea state from uncalibrated camera footage of ocean scenes.
- To utilize the inherent physics of water waves for accurate environmental measurements.
- To enable applications in maritime surveillance and monitoring without prior calibration.
Main Methods:
- Applying Fourier transforms to spatial and temporal dimensions to obtain frequency spectra.
- Utilizing the water wave dispersion relation (period-wavelength relationship) to infer scale.
- Integrating stochastic oceanography models with spectral analysis to determine sea state parameters.
Main Results:
- Successfully recovered real-world scale and sea state parameters (peak wavelength, period, wave height, estimated wind speed) from ocean sequences.
- Validated the method on both synthetic and real-world video data against known scene geometry.
- Demonstrated the effectiveness of the dispersion relation in uncalibrated scale recovery.
Conclusions:
- The proposed method accurately estimates real-world scale and sea state in dynamic ocean scenes using uncalibrated cameras.
- This technique offers a viable solution for applications requiring environmental measurements in maritime settings.
- The findings have significant implications for port monitoring, coastal surveillance, and marine research.