Image geometric (spatial) transformation & image registration

• 30 Converting horizontal MRI slices of brain into side-view & front-view slices

Spec: Reconstruct image using 3-D affine transformation.

Language: C++ (OpenCV), Matlab (Image Processing Toolbox).

• 54 Finding defects in details on conveyor belt using calibrated camera

Spec: Measure size of planar object detected in image captured by calibrated single camera.

Language: C++ (OpenCV), Matlab (Computer Vision Toolbox, Image Processing Toolbox).

• 60 Estimating coordinates & orientation of details to be picked up by robot arm from conveyor belt

Spec: Measure distance to planar object (and its orientation) detected in image captured by calibrated single camera.

Language: C++ (OpenCV), Matlab (Computer Vision Toolbox, Image Processing Toolbox).

• 32 Fingerprint identification using feature matching, spatial transformation & image quality evaluation

Spec: Investigate integration of image registration with image quality evaluation for image classification.

Language: C++ (OpenCV), Matlab (Computer Vision Toolbox, Image Processing Toolbox).

• 31 Registering MRI images of brain damaged by lesions

Spec: Align images using local feature detection, extraction and matching.

Language: C++ (OpenCV), Matlab (Image Processing Toolbox).

Image contrast adjustment

• 33 Contrast adjustment of grayscale image using adaptive histogram equalization

Spec: Improve contrast of grayscale image using independent histogram equalization of different tiles.

Language: C++ (OpenCV), Matlab (Image Processing Toolbox).

• 34 Contrast adjustment of color image using decorrelation stretch of separated colors

Spec: Improve contrast of color image using color separation and decorrelation stretch of each color.

Language: C++ (OpenCV), Matlab (Image Processing Toolbox).

Image denoising

• 88 Image denoising using Gaussian filter

Spec: Reduce noise caused by computing image gradient.

Language: C++ (OpenCV), Matlab (Image Processing Toolbox).

• 89 Image denosing using pretrained CNN

Spec: Remove normal noise from color image using deep learning.

Language: Matlab (Deep Learning & Neural Networks Toolbox, Image Processing Toolbox).

• 130 Approximating image processing filter using CNN with dilation

Spec: Use deep learning to approximate image processing filter that reduces noise while preserving edge sharpness.

Language: Matlab (Deep Learning & Neural Networks Toolbox, Image Processing Toolbox).

• 35 Removing distortion from blurry image

Spec: Deblur image using blind deconvolution.

Language: Matlab (Image Processing Toolbox).

• 45 Denoising image using median filter in block-processing mode

Spec: Redesign image processing algorithm for embedded processors with limited memory size.

Language: Matlab (Image Processing Toolbox).

• 37 Denoising image using median filter

Spec: Reduce salt-and-pepper noise.

Language: C++ (OpenCV), Matlab (Image Processing Toolbox).

• 36 Denoising image using adaptive Wiener filter

Spec: Reduce noise using local mean and local variance.

Language: C++ (OpenCV), Matlab (Image Processing Toolbox).

Image texture analysis

• 90 Image texture analysis using local/global variability of pixels

Spec: Build GLCM (gray-level co-occurrence matrix) and extract statistics from it.

Language: Matlab (Image Processing Toolbox).

Image segmentation using super-pixels

• 91 Image segmentation using super-pixels

Spec: Integrate image processing (texture analysis) and machine learning (k-means).

Language: C++ (OpenCV), Matlab (Image Processing Toolbox).

Image segmentation using thresholding

• 54 Finding defects in details on conveyor belt using calibrated camera

Spec: Measure size of planar object detected in image captured by calibrated single camera.

Language: C++ (OpenCV), Matlab (Computer Vision Toolbox, Image Processing Toolbox).

• 60 Estimating coordinates & orientation of details to be picked up by robot arm from conveyor belt

Spec: Measure distance to planar object (and its orientation) detected in image captured by calibrated single camera.

Language: C++ (OpenCV), Matlab (Computer Vision Toolbox, Image Processing Toolbox).

• 41 Object detection using adaptive threshold

Spec: Detect object using threshold computed independently for each tile.

Language: C++ (OpenCV), Matlab (Image Processing Toolbox).

• 44 Detecting necrotic muscle fiber on biopsy image using k-means

Spec: Integrate image processing and machine learning.

Language: C++ (OpenCV), Matlab (Machine Learning Toolbox, Image Processing Toolbox).

• 42 Measuring growth of lesions on MRI images of brain damaged by neurological disease

Spec: Extract statistics from difference of registered images.

Language: C++ (OpenCV), Matlab (Image Processing Toolbox).

• 43 Evaluating area of algae in sea using color thresholding of satellite image

Spec: Extract statistics from segments of specific color.

Language: C++ (OpenCV), Matlab (Image Processing Toolbox).

• 40 Evaluation if there is correlation between country GDP and intensity of country lights on satellite image

Spec: Extract statistics from segments of specific brightness.

Language: C++ (OpenCV), Matlab (Image Processing Toolbox).

Image quality evaluation

• 92 Image quality evaluation using SSIM (structural similarity index)

Spec: Evaluate SSIM on JPEG images compressed at various compression levels.

Language: C++ (OpenCV), Matlab (Image Processing Toolbox).

• 93 Image quality evaluation using NIQE (natural image quality evaluator)

Spec: Evaluate NIQE score for images distorted by various types of noise.

Language: Matlab (Image Processing Toolbox).

• 32 Fingerprint identification using feature matching, spatial transformation & image quality evaluation

Spec: Investigate integration of image registration with image quality evaluation for image classification.

Language: C++ (OpenCV), Matlab (Computer Vision Toolbox, Image Processing Toolbox).

• 38 Reconstructing CT image using specified angle between successive X-ray projections

Spec: Reconstruct image using Radon transform.

Language: Matlab (Image Processing Toolbox).

Adjusting color balance

• 94 Adjusting color balance using chromatic adaptation

Spec: Correct white balance using white patch retinex algorithm.

Language: C++ (OpenCV), Matlab (Image Processing Toolbox).

Reducing atmospheric haze

• 95 Reducing fog in image

Spec: Reduce haze in image using model of attenuation of atmospheric light by the haze.

Language: Matlab (Image Processing Toolbox).

SISR (single image super-resolution)

• 96 Estimating high-resolution image from single low-resolution image using VDSR (very-deep super-resolution) NN (neural network)

Spec: Improve quality of low-resolution image using deep learning.

Language: Matlab (Deep Learning & Neural Networks Toolbox, Image Processing Toolbox).

Reducing JPEG compression artifacts

• 97 Reducing JPEG compression artifacts in image using CNN

Spec: Improve quality of JPEG decompression using deep learning.

Language: Matlab (Deep Learning & Neural Networks Toolbox, Image Processing Toolbox).

Compressing image

• 39 Compressing image using 2-D DCT (discrete cosine transform)

Spec: Investigate 2-D DCT for image compression.

Language: C++ (OpenCV), Matlab (Image Processing Toolbox).

Morphological operations on images using dilation & erosion

• 41 Object detection using adaptive threshold

Spec: Detect object using threshold computed independently for each tile.

Language: C++ (OpenCV), Matlab (Image Processing Toolbox).

• 54 Finding defects in details on conveyor belt using calibrated camera

Spec: Measure size of planar object detected in image captured by calibrated single camera.

Language: C++ (OpenCV), Matlab (Computer Vision Toolbox, Image Processing Toolbox).

• 60 Estimating coordinates & orientation of details to be picked up by robot arm from conveyor belt

Spec: Measure distance to planar object (and its orientation) detected in image captured by calibrated single camera.

Language: C++ (OpenCV), Matlab (Computer Vision Toolbox, Image Processing Toolbox).

Copyright © 2017-2019 Serguei Kabakov. All Rights Reserved.