All about Google’s Inception network

Read Time: 5 min Through this post you will be able to understand all about google’s Inception network architecture, it’s different versions, how to use it for transfer learning, real time implementation. Let’s start: Table of content: What is Inception network? Problems solved by Inception Network architecture Inception v1 Inception v2 Inception v3 What is Inception Network? Inception network … Read more

Image web scraping using python

Read Time: 4 min Through this post, you will learn how to collect images from Google directly i.e. “image scraping” using python. What is the most important or primary element if you want to solve real world problem using deep learning or machine learning? I think, Data!!! “Data collection” is a huge pain especially when you need to train … Read more

Part 6: Feature Detection Algorithms (Harris corner detection, FAST, BRIEF, ORB)

Read Time: 5 min In previous posts, we have discussed different image pre-processing techniques through different operations using openCV. This post includes next step towards image processing i.e. feature detection algorithm and feature matching using SIFT (Scale invariant feature transform) and SURF (Speeded-up Robust Features) algorithms and their application using openCV. Here are the links for image processing techniques … Read more

Image Pre-processing Part 5: Image Segmentation

Read Time: 4 min In previous posts, we discussed different pre-processing techniques using opencv. You can access these posts from here: https://www.letthedataconfess.com/image-pre-processing-through-opencv-part-4/ https://www.letthedataconfess.com/image-pre-processing-through-opencv-part-3/ https://www.letthedataconfess.com/image-pre-processing-through-opencv-part-2/ https://www.letthedataconfess.com/image-pre-processing-techniques-through-opencv-part-1/ In this post, I have explained theoretical overview of an important and widely used concept i.e. image segmentation. Before moving ahead, first we need to understand the difference between object recognition, object detection and … Read more

Image pre-processing through OpenCV (Part 4)

Read Time: 3 min In last post, we discussed some image processing techniques using opencv like denoising, edge detection, histogram etc. Here I have explained color filtering, contour creation and drawing of geometric shapes on image. You can access previous posts from following links: https://www.letthedataconfess.com/image-pre-processing-through-opencv-part-3/ https://www.letthedataconfess.com/image-pre-processing-through-opencv-part-2/ https://www.letthedataconfess.com/image-pre-processing-techniques-through-opencv-part-1/ Table of Content: Color Filtering Contour Creation and finding it’s co-ordinates Drawing … Read more

Image Pre-Processing through OpenCV (Part 3)

Read Time: 5 min In part-1 and part-2, we discussed basic terminology used in image processing, functions like denoising, threshold, rescaling, smoothing. Here comes part-3. In this section, I have explained masking, blending, sharpening, transformation, erosion and dilation. All these are used in image processing very frequently. Let’s check one by one. Table of content: Masking Blending Image sharpening … Read more

Image Pre-processing through OpenCV (Part-2)

Read Time: 6 min In part-1, we learned basic terminology and operations to pre-process the image. In part-2, let’s check some other methods. Table of content: Image Thresholding Image Smoothing Rescaling Denoising Image Thresholding Image thresholding is used to extract the desired information or pixels from the image. There are 3 types thresholding can be applied using openCV Simple … Read more

Image Pre-processing using openCV (Part-1)

Image pre-processing using opencv Part 1

Read Time: 5 min Image pre-processing is an integral part of computer vision for analyzing the image for almost every application. Usually Image pre-processing steps are very specific to use case or application type like objection detection, object segmentation, text extraction, facial recognition etc. Here in following post “Image pre-processing using openCV (Part-1)”, I will discuss basic operations on … Read more

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