forensic applications of computer vision peter kovesi department of computer science & software...
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Forensic Applications of Computer Vision
Peter KovesiDepartment of Computer Science
& Software EngineeringThe University of Western Australia
Application areas
• Image enhancement
• Image metrology
• Biometric identification
Image Enhancement
Video surveillance images are typically of poor quality
camera video recorder
monitor
The quality of the display on the monitor can be misleading.The video recorder runs 24 hours/day. The tape gets worn and the recording heads get dirty. The images that are recorded can be very poor.
Image Enhancement
Common problems in images :
• Poor resolution, especially in video images.
• Poor contrast due to under or over-exposure.
• Corruption with noise.
• Motion blur or poor focus.
• Misalignment of rows from line jitter and interlacing of motion in video images.
Poor resolution:Zooming in does not help!
Create a `higher resolution’ image by mathematically interpolating pixel values
Super-resolution from multiple low resolution images
Images must be aligned accurately.Object should be planar. Irani and Peleg 1991
Capel and Zisserman 1998
Results from synthetic data can be impressive
Super-resolution from multiplelow resolution images:
Real data: Car number plate - low resolution + blur and noise.
Super-resolution from multiplelow resolution images:
Number plate reconstruction
Denoising
original image
Current method of choice is wavelet shrinkage denoising.
Donoho and Johnson 1995
Denoising
Grey scale enhanced image
original deinterlaced
wavelet denoised and contrast enhanced
original deinterlaced
wavelet denoised and contrast enhanced
Image Metrology
Calibration targets allow views of flat surfaces to be rectified.
Rectified views allow measurements to be taken.
Image Metrology
Rectified views of the fence and ground.
Criminisi, Reid and Zisserman 1999
Image Metrology If a 3D calibration frame is placed in a scene and photographed from two or more directions 3D measurements can be made.
However, care is needed to get accurate results.
Image Metrology
Stereo reconstruction
3D Measurements can be taken from the photographs long after the scene has been destroyed.
Image Metrology
Some measurements can be made in an uncalibrated image if you can determine vanishing points and the horizon.
Criminisi, Reid and Zisserman 1999
An unknown height can be determined if you know the horizon, the vertical vanishing point and a reference height.
Conclusion
Advances that have been made in Computer Vision, Photogrammetry and Projective Geometry over the last 10 years provide new opportunities for forensic science.