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Adversarial Images
Deep Learning
Keras and TensorFlow
Tutorials

Adversarial images and attacks with Keras and TensorFlow

October 19, 2020

In this tutorial, you will learn how to break deep learning models using image-based adversarial attacks. We will implement our adversarial attacks using the Keras and TensorFlow deep learning libraries. Imagine it’s twenty years from now. Nearly all cars and…

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Deep Learning
Keras and TensorFlow
Object Detection
Tutorials

Multi-class object detection and bounding box regression with Keras, TensorFlow, and Deep Learning

October 12, 2020

In this tutorial, you will learn how to train a custom multi-class object detector using bounding box regression with the Keras and TensorFlow deep learning libraries. Last week’s tutorial covered how to train single-class object detector using bounding box regression.…

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Deep Learning
Keras and TensorFlow
Object Detection
Tutorials

Object detection: Bounding box regression with Keras, TensorFlow, and Deep Learning

October 5, 2020

In this tutorial you will learn how to train a custom deep learning model to perform object detection via bounding box regression with Keras and TensorFlow. A dataset with images annotated with bounding boxes and class labels is essential for…

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Deep Learning
Image Processing
OpenCV Tutorials
Semantic Segmentation
Tutorials

Image Segmentation with Mask R-CNN, GrabCut, and OpenCV

September 28, 2020

In this tutorial, you will learn how to perform image segmentation with Mask R-CNN, GrabCut, and OpenCV. A couple months ago, you learned how to use the GrabCut algorithm to segment foreground objects from the background. GrabCut worked fairly well…

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Deep Learning
Keras and TensorFlow
Optical Character Recognition (OCR)
Tutorials

OCR: Handwriting recognition with OpenCV, Keras, and TensorFlow

August 24, 2020

In this tutorial, you will learn how to perform OCR handwriting recognition using OpenCV, Keras, and TensorFlow. This post is Part 2 in our two-part series on Optical Character Recognition with Keras and TensorFlow: Part 1: Training an OCR model…

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Deep Learning
Keras and TensorFlow
Optical Character Recognition (OCR)
Tutorials

OCR with Keras, TensorFlow, and Deep Learning

August 17, 2020

In this tutorial, you will learn how to train an Optical Character Recognition (OCR) model using Keras, TensorFlow, and Deep Learning. This post is the first in a two-part series on OCR with Keras and TensorFlow: Part 1: Training an…

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Deep Learning
Keras and TensorFlow
OpenCV Tutorials
Optical Character Recognition (OCR)
Tutorials

OpenCV Sudoku Solver and OCR

August 10, 2020

In this tutorial, you will create an automatic Sudoku puzzle solver using OpenCV, Deep Learning, and Optical Character Recognition (OCR). OCR and Sudoku solving algorithms demand diverse and complex data. A comprehensive dataset ensures that these algorithms are tested against…

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Deep Learning
Embedded/IoT and Computer Vision
Interviews
OpenCV AI Kit

An interview with Brandon Gilles, creator of the OpenCV AI Kit (OAK)

July 20, 2020

In this post, I interview Brandon Gilles, a longtime PyImageSearch reader, and creator of the OpenCV AI Kit (OAK), which is revolutionizing how we are performing embedded computer vision and deep learning. To celebrate the 20th anniversary of the OpenCV…

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Deep Learning
Keras and TensorFlow
Object Detection
OpenCV Tutorials
Tutorials
R-CNN object detection with Keras, TensorFlow, and Deep Learning

R-CNN object detection with Keras, TensorFlow, and Deep Learning

July 13, 2020

In this tutorial, you will learn how to build an R-CNN object detector using Keras, TensorFlow, and Deep Learning. Today’s tutorial is the final part in our 4-part series on deep learning and object detection: Part 1: Turning any CNN…

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You can learn Computer Vision, Deep Learning, and OpenCV.

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