Melody Kakrabah's starred repositories
reproducible-image-denoising-state-of-the-art
Collection of popular and reproducible image denoising works.
Blur-and-Clear-Classification
Classifying the Blur and Clear Images
Markov-Random-Field-Project
This project has two parts. In part one, we use markov random field to denoise an image. In Part two, we use similar model for image segmentation.
Skin_Lesion_Detection_Deep_Learning
Skin lesion detection from dermoscopic images using Convolutional Neural Networks
DigitalHairRemoval
There has been numeruous advancements towards utilizing deep networks, ANNs, AI, etc in tasks like detecting the skin disease, type of tumour, etc. However, it becomes difficult for the networks to learn the features since, most of the skin images are occluded by hair. Thus, there is a need for pre-processing of the skin images to remove these obstructing hair. This sample project aims to remove the hair noise from the skin image with the help of Morphological filtering.
wiener-median-comparison
A comparison of Median filter and Wiener filter in image restoration.
Skin-lesion-Segmentation-using-grabcut
Skin lesion segmentation is one of the first steps towards automatic Computer-Aided Diagnosis of skin cancer. Vast variety in the appearance of the skin lesion makes this task very challenging. The contribution of this paper is to apply a power foreground extraction technique called GrabCut for automatic skin lesion segmentation in HSV color space with minimal human interaction. Preprocessing was performed for removing the outer black border. Jaccard Index was measured to evaluate the performance of the segmentation method. On average, 0.71 Jaccard Index was achieved on 1000 images from ISIC challenge 2017 Training Dataset.
AIML-Image-Enhancement
AI ML based Image enhancement module built in Python. It is used for improving the quality of images using different filters in openCV. It works better with gray-scale images.
skin-lesions-classifier
Skin Lesions Classification using Computer Vision and Convolutional Neural Networks
Mean-and-Median-Filter
Image Procession program homework #3
adaptive_wiener_filters
Locally Adaptive Wiener Filters for Image Denoising
image_segmentation
Deep Learning segmentation approaches
skin-lesion-classifier-
skin-lesion-classifier
ImageSegmentationUsing_KMeans
Image segmentation using opencv