directed study in image processing

Directed Study in Image Processing

Hurricane satellite image analysis using 2x2 and 3x3 wavelet transforms

Dr. J. DeradoPedro J. Soto

It all starts with Lena and Haar We began the course with the Haar Transform and the picture of Lena.

2nd Level Haar Transform

Lena, 2nd Level Haar Transform

3rd Level Haar Transform

Lena, 3rd Level Haar Transform

Haar Transform Histograms We look at the histogram of the resulting images and we adjust the

images in order to compress the range of brightness and exaggerate the details.

Using thresholds We then looked at the Haar transform when using a

threshold. If the coefficient exceeds the threshold, we mark the pixel in pure white.

Lena, Binary HaarThreshold 1.0

Using thresholds

Lena, Binary HaarThreshold 10.0

Using thresholds

Lena, Binary HaarThreshold 25.0

Absolute value Haar transform (no offset) We look at Haar transforms using the absolute value.

We then proceed to exaggerate the results by multiplying the coefficients by a scalar value.

Lena, Absolute HaarScalar Multiplier 1.0

Absolute value Haar transform (no offset)

Lena, Absolute HaarScalar Multiplier 2.5

Absolute value Haar transform (no offset)

Lena, Absolute HaarScalar Multiplier 10.0

Daubechies Transform For the following images, we have adjusted the

quadrants to show the highlights and details.

Lena, Daubechies

Daubechies Transform

Lena, DaubechiesExaggerated

3x3 Transform For the following images, we have adjusted the

quadrants to show the highlights and details.

Lena, 3x3 Transform

3x3 Transform

Lena, 3x3 TransformExaggerated

Hurricane Images Now we proceed to use the wavelet transform tools

that we have developed to process hurricane satellite pictures.

Hurricane Ivan, MODISHaar Transform, Scalar Multiplier 5.0

Hurricane Images

Hurricane Ivan, MODISHaar Transform, Binary Threshold 25.0

Hurricane Images

Hurricane Ivan, MODISDaubchies Transform, Exaggerated

Hurricane Images

Hurricane Ivan, MODIS3x3 Transform, Exaggerated

Hurricane Images

Hurricane Frances, MODISHaar Transform, Scalar multiplier5.0

Hurricane Images

Hurricane Frances, MODISHaar Transform, Binary Threshold 25.0

Hurricane Images

Hurricane Frances, MODISDaubechie, Exaggerated

Hurricane Images

Hurricane Frances, MODIS3x3 Transform, Exaggerated

Hurricane ImagesHurricane Isabel, MODISHaar TransformScalar Multiplier 5.0

Hurricane ImagesHurricane Isabel, MODISHaar Binary, Threshold 25.0

Hurricane ImagesHurricane Isabel, MODISDaubechies TransformExaggerated

Hurricane ImagesHurricane Isabel, MODISDaubchies TransformExaggerated

Hurricane ImagesHurricane Charley, MODISHaar TransformScalar Multiplier 5.0

Hurricane ImagesHurricane Charley, MODISHaar TransformBinary, Threshold 25.0

Hurricane ImagesHurricane Charley, MODISDaubechies TransformExaggerated

Hurricane ImagesHurricane Charley, MODIS3x3 TransformExaggerated

Hurricane ImagesHurricane Alex, MODISHaar TransformScalar Multiplier 5.0

Hurricane ImagesHurricane Alex, MODISHaar BinaryThreshold 25.0

Hurricane ImagesHurricane Alex, MODISDaubechies TransformExaggerated

Hurricane ImagesHurricane Alex, MODIS3x3 TransformExaggerated