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BEST Lecture: Image Processing Image Processing : the image PowerPoint PPT Presentation

BEST Lecture: Image Processing Image Processing : the image - BEST Lecture: Image Processing Image Processing : the image signal, linear processing and segmentation, Mathematical morphology Benoit Macq (macq@tele.ucl.ac.be)

BEST Lecture: Image Processing Image Processing : the image signal, linear processing and segmentation, Mathematical morphology Benoit Macq (macq@tele.ucl.ac.be)

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Binary image processing PowerPoint PPT Presentation

Binary image processing - Binary images; Morphological operations on the binary images: Dilation and Erosion, Opening and Closing, Thinning and Thickenning, Skeletonization

Binary images; Morphological operations on the binary images: Dilation and Erosion, Opening and Closing, Thinning and Thickenning, Skeletonization

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Binary Image Analysis PowerPoint PPT Presentation

Binary Image Analysis - Binary Image Analysis Thresholding Convolution Morphology http://www.mmorph.com/mxmorph 4. Region Properties 5. Edge Properties *

Binary Image Analysis Thresholding Convolution Morphology http://www.mmorph.com/mxmorph 4. Region Properties 5. Edge Properties *

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Edges and Binary Images - Edges and Binary Images

Edges and Binary Images

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Pattern Recognition and Image Analysis Group (RFAI), Document (Image) Analysis related work PowerPoint PPT Presentation

Pattern Recognition and Image Analysis Group (RFAI), Document (Image) Analysis related work - M. Delalandre. Pattern Recognition and Image Analysis Group (RFAI), Document (Image) Analysis related work. CIL seminar, Athens, Greece, 2th of February 2011. CIL seminar, Athens, Greece, 7th of March 2012.

M. Delalandre. Pattern Recognition and Image Analysis Group (RFAI), Document (Image) Analysis related work. CIL seminar, Athens, Greece, 2th of February 2011. CIL seminar, Athens, Greece, 7th of March 2012.

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Digital Imaging and Image Analysis - Digital Imaging and Image Analysis

Digital Imaging and Image Analysis

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Binary Image Morphology PowerPoint PPT Presentation

Binary Image Morphology - hit and miss. template match. binary result. 100% equal = 1 ... hit and miss. move template across image. interior fill. remove isolated pixels. interior fill ...

hit and miss. template match. binary result. 100% equal = 1 ... hit and miss. move template across image. interior fill. remove isolated pixels. interior fill ...

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Binary Image Analysis - Binary Image Analysis Binary image analysis consists of a set of image analysis operations that are used to produce or process binary images, usually images of 0 s ...

Binary Image Analysis Binary image analysis consists of a set of image analysis operations that are used to produce or process binary images, usually images of 0 s ...

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Imaging and Image Representation PowerPoint PPT Presentation

Imaging and Image Representation - Title: Computer Vision: Imaging Devices Author: George Stockman Last modified by: uw Created Date: 9/5/2001 3:19:00 PM Document presentation format

Title: Computer Vision: Imaging Devices Author: George Stockman Last modified by: uw Created Date: 9/5/2001 3:19:00 PM Document presentation format

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Binary Image Processing - A binary image consists of only two intensities 0 or 1. ... to mask out the image background leaving gray level information present in the objects ...

A binary image consists of only two intensities 0 or 1. ... to mask out the image background leaving gray level information present in the objects ...

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?????? Digital Image Processing ???? Image Transformation PowerPoint PPT Presentation

?????? Digital Image Processing ???? Image Transformation - Digital Image Processing Image Transformation Dr.Ji Zhen Faculty of Information Engineering, SZU 2003.01

Digital Image Processing Image Transformation Dr.Ji Zhen Faculty of Information Engineering, SZU 2003.01

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Imaging and Image Representation - Imaging and Image Representation. Dr. Ramprasad Bala. Computer and ... A gray-scale image is a monochrome digital image I[r,c] with one intensity value ...

Imaging and Image Representation. Dr. Ramprasad Bala. Computer and ... A gray-scale image is a monochrome digital image I[r,c] with one intensity value ...

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Digital Imaging and Image Analysis - Until the 1960's all TEMs also used glass plates for capturing images. ... Bit-depth can be an important aspect of color images. ...

Until the 1960's all TEMs also used glass plates for capturing images. ... Bit-depth can be an important aspect of color images. ...

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Imaging Compact Supermassive Binary Black Holes with VLBI PowerPoint PPT Presentation

Imaging Compact Supermassive Binary Black Holes with VLBI - Imaging Compact Supermassive Binary Black Holes with VLBI ... Hydra A. 10 kpc. 1946 708. 10 pc. C1. C2. 0402 379 at 5 GHz (Pollack et al. 2004) ...

Imaging Compact Supermassive Binary Black Holes with VLBI ... Hydra A. 10 kpc. 1946 708. 10 pc. C1. C2. 0402 379 at 5 GHz (Pollack et al. 2004) ...

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Efficient Image Search and Retrieval using Compact Binary Codes - Efficient Image Search and Retrieval using Compact Binary Codes

Efficient Image Search and Retrieval using Compact Binary Codes

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Digital Imaging and Image Analysis - Digital Imaging and Image Analysis Bozzola and Russell Chapter 18 A black and white photograph is nothing more than a two dimensional arrangement of black (silver ...

Digital Imaging and Image Analysis Bozzola and Russell Chapter 18 A black and white photograph is nothing more than a two dimensional arrangement of black (silver ...

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Chapter 2 : Imaging and Image Representation PowerPoint PPT Presentation

Chapter 2 : Imaging and Image Representation - Simple model of common photography (Sun or Flash bulb) Reflects radiation. Toward camera ... Frame F contians the picture function digital image in the pixel array I ...

Simple model of common photography (Sun or Flash bulb) Reflects radiation. Toward camera ... Frame F contians the picture function digital image in the pixel array I ...

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Chapter 2 : Imaging and Image Representation - 2.6 Richness and Problems of Real Imagery. 2.7 3D Structure form 2D Image ... (Sun or Flash bulb) Illuminated. by single source. Reflects radiation. Toward camera ...

2.6 Richness and Problems of Real Imagery. 2.7 3D Structure form 2D Image ... (Sun or Flash bulb) Illuminated. by single source. Reflects radiation. Toward camera ...

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Computer Representation of Images ... gray-value image PowerPoint PPT Presentation

Computer Representation of Images ... gray-value image - Computer Representation of Images ... gray-value images contain different number of brightness levels: ... 1-bit Images ...

Computer Representation of Images ... gray-value images contain different number of brightness levels: ... 1-bit Images ...

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Recent Results of VLBA Imaging of X-ray Binaries: PowerPoint PPT Presentation

Recent Results of VLBA Imaging of X-ray Binaries: - Discovered by the HEAO satellite in the 1977 when it went up to several Crab ... Comparing Fits of the VLA images to the VLBA images. 8 April ...

Discovered by the HEAO satellite in the 1977 when it went up to several Crab ... Comparing Fits of the VLA images to the VLBA images. 8 April ...

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Data Hiding in Binary Image for Authentication and Annotation PowerPoint PPT Presentation

Data Hiding in Binary Image for Authentication and Annotation - Data Hiding in Binary Image for Authentication and Annotation. Min Wu, Member, IEEE ... smoothness and connectivity. Details of the approach are given later ...

Data Hiding in Binary Image for Authentication and Annotation. Min Wu, Member, IEEE ... smoothness and connectivity. Details of the approach are given later ...

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Skeleton Extraction from Binary Images Kalman Palagyi University of Szeged, Hungary PowerPoint PPT Presentation

Skeleton Extraction from Binary Images Kalman Palagyi University of Szeged, Hungary - Skeleton Extraction from Binary Images Kalman Palagyi University of Szeged, Hungary The generic model of a modular machine vision system Feature extraction Shape ...

Skeleton Extraction from Binary Images Kalman Palagyi University of Szeged, Hungary The generic model of a modular machine vision system Feature extraction Shape ...

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BINF 5040 MEDICAL IMAGING AND NETWORKING COMMON IMAGE PROCESSING OPERATIONS PowerPoint PPT Presentation

BINF 5040 MEDICAL IMAGING AND NETWORKING COMMON IMAGE PROCESSING OPERATIONS - ... and Stretching ... spatially dull or poorly defined can be sharpened with this technique. ... Lossy image compression techniques are used to reduce ...

... and Stretching ... spatially dull or poorly defined can be sharpened with this technique. ... Lossy image compression techniques are used to reduce ...

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Perceptual Vector Quantization of Binary Image Blocks for Pattern Analysis PowerPoint PPT Presentation

Perceptual Vector Quantization of Binary Image Blocks for Pattern Analysis - Aiyesha Ma, Rishi Mukhopadhyay, and Ishwar K. Sethi ... [10] D. Stan and I. K. Sethi, 'Image Retrieval Using a Hierarchy of Clusters, ...

Aiyesha Ma, Rishi Mukhopadhyay, and Ishwar K. Sethi ... [10] D. Stan and I. K. Sethi, 'Image Retrieval Using a Hierarchy of Clusters, ...

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A New Data Hiding Scheme with Quality Control for Binary Images Using Block Parity PowerPoint PPT Presentation

A New Data Hiding Scheme with Quality Control for Binary Images Using Block Parity - Hiding data in a binary image. For any bit that is modified in the host image,the bit ... Will not downgrade the image quality based on the amount if can hide. ...

Hiding data in a binary image. For any bit that is modified in the host image,the bit ... Will not downgrade the image quality based on the amount if can hide. ...

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INVESTIGATION OF INHERENT ROBUSTNESS OF PNG IMAGES FOR LSB STEGANOGRAPHY AND ROLE OF BINARY GOLAY CO PowerPoint PPT Presentation

INVESTIGATION OF INHERENT ROBUSTNESS OF PNG IMAGES FOR LSB STEGANOGRAPHY AND ROLE OF BINARY GOLAY CO - INVESTIGATION OF INHERENT ROBUSTNESS OF PNG IMAGES FOR LSB STEGANOGRAPHY. AND ... It is the art of concealment of messages inside some innocent looking media, e.g. ...

INVESTIGATION OF INHERENT ROBUSTNESS OF PNG IMAGES FOR LSB STEGANOGRAPHY. AND ... It is the art of concealment of messages inside some innocent looking media, e.g. ...

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Image Processing PowerPoint PPT Presentation

Image Processing - Content Smoothing Image Morphology Some Applications of Image Morphology Flood Fill Resize Image Pyramids ... etc. Binary Image Representation Basic Set ...

Content Smoothing Image Morphology Some Applications of Image Morphology Flood Fill Resize Image Pyramids ... etc. Binary Image Representation Basic Set ...

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Lossless Image Compression PowerPoint PPT Presentation

Lossless Image Compression - Lossless Image Compression Recall: run length coding of binary and graphic images Why does it not work for gray-scale images? Image modeling revisited

Lossless Image Compression Recall: run length coding of binary and graphic images Why does it not work for gray-scale images? Image modeling revisited

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Image Analysis - Image Analysis

Image Analysis

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Image Compression PowerPoint PPT Presentation

Image Compression - Image Compression&Decompression steps, error metrics, classifying image data, bit allocation, quantization, entropy coding

Image Compression&Decompression steps, error metrics, classifying image data, bit allocation, quantization, entropy coding

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Image Segmentation PowerPoint PPT Presentation

Image Segmentation - Image Segmentation CIS 601 Fall 2004 Longin Jan Latecki Image Segmentation Segmentation divides an image into its constituent regions or objects.

Image Segmentation CIS 601 Fall 2004 Longin Jan Latecki Image Segmentation Segmentation divides an image into its constituent regions or objects.

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Image Representation PowerPoint PPT Presentation

Image Representation - Image Representation CS105 Data Representation Text representation ASCII character set Unicode Data compression Images! What is an image? Rectangular grid of pixels ...

Image Representation CS105 Data Representation Text representation ASCII character set Unicode Data compression Images! What is an image? Rectangular grid of pixels ...

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Image Analysis: - By grey level (pixel value) By size (# of contiguous pixels within a certain value range) ... First step is create a binary image based on some cut off value for pixel intensity. ...

By grey level (pixel value) By size (# of contiguous pixels within a certain value range) ... First step is create a binary image based on some cut off value for pixel intensity. ...

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Image Processing - digital image . is an array of real ... Image processing using MATLAB. The name MATLAB stands for matrix laboratory . It is a high-performance language for technical ...

digital image . is an array of real ... Image processing using MATLAB. The name MATLAB stands for matrix laboratory . It is a high-performance language for technical ...

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Document Image Processing PowerPoint PPT Presentation

Document Image Processing - Hamming Distance, HD = Correlation: Central Moments: Spread= Slenderness= Fourier descriptors ... Create a simplified binary image by preserving the last black ...

Hamming Distance, HD = Correlation: Central Moments: Spread= Slenderness= Fourier descriptors ... Create a simplified binary image by preserving the last black ...

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Image Segmentation - Image Segmentation Longin Jan Latecki CIS 601 Image Segmentation Segmentation divides an image into its constituent regions or objects. Segmentation of non trivial ...

Image Segmentation Longin Jan Latecki CIS 601 Image Segmentation Segmentation divides an image into its constituent regions or objects. Segmentation of non trivial ...

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Binary Orbits PowerPoint PPT Presentation

Binary Orbits - Binary Orbits Orbits Binary Stellar Systems 1/3 to 2/3 of stars in binary systems Rotate around center of mass (barycenter) Period - days to years for normal stars ...

Binary Orbits Orbits Binary Stellar Systems 1/3 to 2/3 of stars in binary systems Rotate around center of mass (barycenter) Period - days to years for normal stars ...

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Image Thresholding PowerPoint PPT Presentation

Image Thresholding - Course Name: Digital Image Processing Level: UG Authors Phani Swathi ... Richard E. Woods, second edition, Pearson Education Research papers: ...

Course Name: Digital Image Processing Level: UG Authors Phani Swathi ... Richard E. Woods, second edition, Pearson Education Research papers: ...

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Multiscale Analysis of Images PowerPoint PPT Presentation

Multiscale Analysis of Images - ... pyramid to get the final blended image. laplacian. level. 4. laplacian ... Blend high freq. with no smoothing: use binary mask. Can be explored in a project...

... pyramid to get the final blended image. laplacian. level. 4. laplacian ... Blend high freq. with no smoothing: use binary mask. Can be explored in a project...

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Image Segmentation - http://elib.cs.berkeley.edu/photos/blobworld/ Segmentation Algorithms ... Test images: rose, plane, car, tiger, landscape. Segmentation by Thresholding ...

http://elib.cs.berkeley.edu/photos/blobworld/ Segmentation Algorithms ... Test images: rose, plane, car, tiger, landscape. Segmentation by Thresholding ...

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Image Processing - Image Processing Content Smoothing Image Morphology Some Applications of Image Morphology Flood Fill Resize Image Pyramids Threshold Image ...

Image Processing Content Smoothing Image Morphology Some Applications of Image Morphology Flood Fill Resize Image Pyramids Threshold Image ...

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Image Processing in IDL - Image Processing in IDL

Image Processing in IDL

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Image Understanding PowerPoint PPT Presentation

Image Understanding - Image Understanding Outline: Motivation Human vision and illusions Image representation Sampling Quantization Thresholding Motivation Human Vision Visual Illusions ...

Image Understanding Outline: Motivation Human vision and illusions Image representation Sampling Quantization Thresholding Motivation Human Vision Visual Illusions ...

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Image Classification_ Accuracy Assessment - Image Classification_ Accuracy Assessment

Image Classification_ Accuracy Assessment

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Image Transforms PowerPoint PPT Presentation

Image Transforms - Image magnification. Image Processing and Computer Vision: 2. 4. Grey Scale ... Image Magnification. Reducing. new value is weighted sum of nearest neighbours ...

Image magnification. Image Processing and Computer Vision: 2. 4. Grey Scale ... Image Magnification. Reducing. new value is weighted sum of nearest neighbours ...

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Digital Image Fundamentals PowerPoint PPT Presentation

Digital Image Fundamentals - Digital Image Fundamentals Faculty of Science Silpakorn University Overviews Elements of Visual Perception Term of image Sampling and Quantization Term of image Pixel ...

Digital Image Fundamentals Faculty of Science Silpakorn University Overviews Elements of Visual Perception Term of image Sampling and Quantization Term of image Pixel ...

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Image Transforms - Affine Transforms. Scale, Shear, Rotate, Translate ... Affine Transform Examples. Image Processing and Computer Vision: 2. 63. Warping Example ...

Affine Transforms. Scale, Shear, Rotate, Translate ... Affine Transform Examples. Image Processing and Computer Vision: 2. 63. Warping Example ...

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Binary Decimal PowerPoint PPT Presentation

Binary Decimal - Binary Decimal. Review. Each binary digit (bit) is a power of 2 ... restricts the number colors we can use. Example: Lower your display setting's color quality ...

Binary Decimal. Review. Each binary digit (bit) is a power of 2 ... restricts the number colors we can use. Example: Lower your display setting's color quality ...

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Image Compression - Everyday an enormous amount of information is stored, processed, and transmitted ... For an 8-bit monochrome image, the first 256 entries are assigned to the gray ...

Everyday an enormous amount of information is stored, processed, and transmitted ... For an 8-bit monochrome image, the first 256 entries are assigned to the gray ...

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Image Compression - Reducing the size of image data files. While retaining necessary ... decompress. 3. Terminology. refer relation between original image and. the compressed file ...

Reducing the size of image data files. While retaining necessary ... decompress. 3. Terminology. refer relation between original image and. the compressed file ...

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Digital Image Processing PowerPoint PPT Presentation

Digital Image Processing - Digital Image Processing Chapter 8: Image Compression 11 August 2006 (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.

Digital Image Processing Chapter 8: Image Compression 11 August 2006 (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.

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Objectbased Vectorization for Interactive Image Editing PowerPoint PPT Presentation

Objectbased Vectorization for Interactive Image Editing - Traditional vectorization involves fitting curves to binary raster line images. ... Object-based Image Editing (Cheney, Barrett) Texture Synthesis ...

Traditional vectorization involves fitting curves to binary raster line images. ... Object-based Image Editing (Cheney, Barrett) Texture Synthesis ...

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Binary Numbers PowerPoint PPT Presentation

Binary Numbers - Binary, decimal, octal, hex... # Digits = base. Radix (positional) systems: LOCATION LOCATION LOCATION! Counting? 4. Binary Decimal ...

Binary, decimal, octal, hex... # Digits = base. Radix (positional) systems: LOCATION LOCATION LOCATION! Counting? 4. Binary Decimal ...

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Morphological Image Processing PowerPoint PPT Presentation

Morphological Image Processing - Morphological Image Processing The word morphology refers to the scientific branch that deals the forms and structures of animals/plants. Morphology in image ...

Morphological Image Processing The word morphology refers to the scientific branch that deals the forms and structures of animals/plants. Morphology in image ...

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Image Formation Fundamentals PowerPoint PPT Presentation

Image Formation Fundamentals - ... (Computer Vision and Image Processing tools) ... Image sampling (example) Digital image Image coordinate system Image file formats Common image file ...

... (Computer Vision and Image Processing tools) ... Image sampling (example) Digital image Image coordinate system Image file formats Common image file ...

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Digital Image Processing - Digital Image Processing Chapter 6: Color Image Processing 6 July 2005 (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.

Digital Image Processing Chapter 6: Color Image Processing 6 July 2005 (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.

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Binary Image PowerPoint PPT Presentations