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    pyimagesearch

    A collection of 524 posts


    pyimagesearch 2022-05-23 20:00

    Spatial Transformer Networks Using TensorFlow

    Table of Contents Spatial Transformer Networks Using TensorFlow Configuring Your Development Environment Having Problems Configuring...

    Devjyoti Chakraborty
    D Devjyoti Chakraborty
    23 min read
    pyimagesearch 2022-05-16 20:00

    Achieving Optimal Speed and Accuracy in Object Detection (YOLOv4)

    Table of Contents Achieving Optimal Speed and Accuracy in Object Detection...

    Aditya Sharma
    A Aditya Sharma
    40 min read
    pyimagesearch 2022-05-09 20:00

    An Incremental Improvement with Darknet-53 and Multi-Scale Predictions (YOLOv3)

    Table of Contents An Incremental Improvement with Darknet-53 and...

    Aditya Sharma
    A Aditya Sharma
    22 min read
    pyimagesearch 2022-05-04 20:00

    Planning Next Steps When Things Don’t Work Out

    Table of Contents Planning Next Steps When Things Don’t Work Out Research Frustrations Making a Research Diary Stick with Your...

    Puneet Mangla
    P Puneet Mangla
    13 min read
    pyimagesearch 2022-05-02 20:00

    Mean Average Precision (mAP) Using the COCO Evaluator

    Table of Contents Mean Average Precision (mAP) Using the COCO...

    Aditya Sharma
    A Aditya Sharma
    50 min read
    pyimagesearch 2022-04-25 20:00

    Installing OpenCV on Windows

    Table of Contents Installing OpenCV on Windows Installing OpenCV Using Pip Having Problems Configuring Your Development...

    Ritwik Raha
    R Ritwik Raha
    6 min read
    A Better, Faster, and Stronger Object Detector (YOLOv2)
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    pyimagesearch 2022-04-18 20:00

    A Better, Faster, and Stronger Object Detector (YOLOv2)

    Table of Contents A Better, Faster, and Stronger Object Detector (YOLOv2) Configuring Your Development Environment Having Problems Configuring Your Development Environment? Introduction to YOLOv2 Better Batch...

    Aditya Sharma
    A Aditya Sharma
    47 min read
    Planning and Writing a Research Paper
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    pyimagesearch 2022-04-13 20:00

    Planning and Writing a Research Paper

    Table of Contents Planning and Writing a Research Paper Section I — Introduction Section II — Related Work Section III — Methodology Sections IV and V — Experiments and Analysis Section VI — Conclusions...

    Puneet Mangla
    P Puneet Mangla
    14 min read
    Understanding a Real-Time Object Detection Network: You Only Look Once (YOLOv1)
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    pyimagesearch 2022-04-11 20:00

    Understanding a Real-Time Object Detection Network: You Only Look Once (YOLOv1)

    Table of Contents Understanding a Real-Time Object Detection Network: You Only Look Once (YOLOv1) Configuring Your Development Environment Having Problems Configuring Your Development Environment? What Are...

    Aditya Sharma
    A Aditya Sharma
    39 min read
    Introduction to the YOLO Family
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    pyimagesearch 2022-04-04 20:00

    Introduction to the YOLO Family

    Table of Contents Introduction to the YOLO Family Introduction to Object Detection Challenges History of Object Detection What Are Single-Stage Object Detectors? YOLOv1 YOLOv2 YOLOv3 YOLOv4 YOLOv5 Mosaic Data...

    Aditya Sharma
    A Aditya Sharma
    42 min read
    Text Detection and OCR with Google Cloud Vision API
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    pyimagesearch 2022-03-31 20:00

    Text Detection and OCR with Google Cloud Vision API

    Table of Contents Text Detection and OCR with Google Cloud Vision API Google Cloud Vision API for OCR Obtaining Your Google Cloud Vision API Keys Prerequisite Steps to Enable Google Cloud Vision API and Download...

    Adrian Rosebrock
    A Adrian Rosebrock
    12 min read
    Ideating the Solution and Planning Experiments
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    pyimagesearch 2022-03-30 20:00

    Ideating the Solution and Planning Experiments

    Table of Contents Ideating the Solution and Planning Experiments Ideating the Solution Go with Your Gut Approaching Incrementally Approach Fundamentally Combine Existing Thoughts Simple Yet Effective Is It...

    Puneet Mangla
    P Puneet Mangla
    13 min read
    Text Detection and OCR with Microsoft Cognitive Services
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    pyimagesearch 2022-03-28 20:00

    Text Detection and OCR with Microsoft Cognitive Services

    Table of Contents Text Detection and OCR with Microsoft Cognitive Services Microsoft Cognitive Services for OCR Obtaining Your Microsoft Cognitive Services Keys Configuring Your Development Environment Having...

    Adrian Rosebrock
    A Adrian Rosebrock
    13 min read
    Text Detection and OCR with Amazon Rekognition API
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    pyimagesearch 2022-03-21 20:00

    Text Detection and OCR with Amazon Rekognition API

    Table of Contents Text Detection and OCR with Amazon Rekognition API Configuring Your Development Environment Amazon Rekognition API for OCR Obtaining Your AWS Rekognition Keys Installing Amazon’s Python...

    Adrian Rosebrock
    A Adrian Rosebrock
    14 min read
    Choosing the Research Topic and Reading Its Literature
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    pyimagesearch 2022-03-16 20:00

    Choosing the Research Topic and Reading Its Literature

    Table of Contents Choosing the Research Topic and Reading Its Literature Choosing Your Research Topic Find Something That Excites You and Is Relevant to the Community Try to Find a Domain Where the Literature Is...

    Puneet Mangla
    P Puneet Mangla
    13 min read
    Improving Text Detection Speed with OpenCV and GPUs
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    pyimagesearch 2022-03-14 20:00

    Improving Text Detection Speed with OpenCV and GPUs

    In this tutorial, you will learn to improve text detection speed with OpenCV and GPUs. This tutorial is the last in a 4-part series on OCR with Python: Multi-Column Table OCROpenCV Fast Fourier Transform (FFT) for...

    Adrian Rosebrock
    A Adrian Rosebrock
    14 min read
    OCR’ing Video Streams
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    pyimagesearch 2022-03-07 21:00

    OCR’ing Video Streams

    In this tutorial, you will learn how to OCR video streams. This lesson is part 3 of a 4-part series on Optical Character Recognition with Python: Multi-Column Table OCROpenCV Fast Fourier Transform (FFT) for Blur...

    Adrian Rosebrock
    A Adrian Rosebrock
    18 min read
    Multi-Column Table OCR
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    pyimagesearch 2022-02-28 21:00

    Multi-Column Table OCR

    In this tutorial, you will: Discover a technique for associating rows and columns together Learn how to detect tables of text/data in an image Extract the detected table from an image OCR the text in the table Apply...

    Adrian Rosebrock
    A Adrian Rosebrock
    24 min read
    U-Net Image Segmentation in Keras
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    pyimagesearch 2022-02-21 21:00

    U-Net Image Segmentation in Keras

    In this tutorial, you will learn how to create U-Net, an image segmentation model in TensorFlow 2 / Keras. We will first present a brief introduction on image segmentation, U-Net architecture, and then walk through the...

    Margaret Maynard-Reid
    M Margaret Maynard-Reid
    12 min read
    Image Super Resolution
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    pyimagesearch 2022-02-14 21:00

    Image Super Resolution

    In this tutorial, you will learn to use image super resolution. This lesson is part of a 3-part series on Super Resolution: OpenCV Super Resolution with Deep LearningImage Super Resolution (this tutorial)Pixel Shuffle...

    Adrian Rosebrock
    A Adrian Rosebrock
    20 min read
    Anime Faces with WGAN and WGAN-GP
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    pyimagesearch 2022-02-07 21:00

    Anime Faces with WGAN and WGAN-GP

    In this post, we implement two GAN variants: Wasserstein GAN (WGAN) and Wasserstein GAN with Gradient Penalty (WGAN-GP), to address the training instability discussed in my previous post, GAN Training Challenges: DCGAN...

    Margaret Maynard-Reid
    M Margaret Maynard-Reid
    13 min read
    Anime Faces with WGAN and WGAN-GP
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    pyimagesearch 2022-02-07 21:00

    Anime Faces with WGAN and WGAN-GP

    In this post, we implement two GAN variants: Wasserstein GAN (WGAN) and Wasserstein GAN with Gradient Penalty (WGAN-GP), to address the training instability discussed in my previous post, GAN Training Challenges: DCGAN...

    Margaret Maynard-Reid
    M Margaret Maynard-Reid
    13 min read
    Correcting Text Orientation with Tesseract and Python
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    pyimagesearch 2022-01-31 21:00

    Correcting Text Orientation with Tesseract and Python

    An essential component of any OCR system is image preprocessing — the higher the quality input image you present to the OCR engine, the better your OCR output will be. To be successful in OCR, you need to review...

    Adrian Rosebrock
    A Adrian Rosebrock
    10 min read
    Correcting Text Orientation with Tesseract and Python
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    pyimagesearch 2022-01-31 21:00

    Correcting Text Orientation with Tesseract and Python

    An essential component of any OCR system is image preprocessing — the higher the quality input image you present to the OCR engine, the better your OCR output will be. To be successful in OCR, you need to review...

    Adrian Rosebrock
    A Adrian Rosebrock
    10 min read
    Torch Hub Series #6: Image Segmentation
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    pyimagesearch 2022-01-24 21:00

    Torch Hub Series #6: Image Segmentation

    In this tutorial, you will learn the concept behind Fully Convolutional Networks (FCNs) for segmentation. In addition, we will see how we can use Torch Hub to import a pre-trained FCN model and use it in our projects...

    Shivam Chandhok
    S Shivam Chandhok
    19 min read
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