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Object DetectionLearn how to perform object detection using OpenCV, Deep Learning, YOLO, Single Shot Detectors (SSDs), Faster R-CNN, Mask R-CNN, HOG + Linear SVM, Haar cascades, and more using these object detection tutorials and guides.
In this tutorial, you’ll learn how to use the YOLO object detector to detect objects in both images and video streams using Deep Learning, OpenCV, and Python. By applying object detection, you’ll not only be able to determine what is…
Read More of YOLO object detection with OpenCV
Today’s blog post is inspired by PyImageSearch reader Ezekiel, who emailed me last week and asked: Hey Adrian, I went through your previous blog post on deep learning object detection along with the followup tutorial for real-time deep learning object…
Read More of A gentle guide to deep learning object detection
Today’s post is inspired by Danielle, a PyImageSearch reader who emailed me last week and asked: Hi Adrian, I’m enjoying your blog and I especially liked last week’s post about image classification with the Intel Movidius NCS. I’m still considering…
Read More of Real-time object detection on the Raspberry Pi with the Movidius NCS
A few weeks ago I demonstrated how to perform real-time object detection using deep learning and OpenCV on a standard laptop/desktop. After the post was published I received a number of emails from PyImageSearch readers who were curious if the…
Read More of Raspberry Pi: Deep learning object detection with OpenCV
Today’s blog post was inspired by PyImageSearch reader, Emmanuel. Emmanuel emailed me after last week’s tutorial on object detection with deep learning + OpenCV and asked: “Hi Adrian, I really enjoyed last week’s blog post on object detection with deep…
Read More of Real-time object detection with deep learning and OpenCV
A couple weeks ago we learned how to classify images using deep learning and OpenCV 3.3’s deep neural network (dnn ) module. While this original blog post demonstrated how we can categorize an image into one of ImageNet’s 1,000 separate class labels…
Read More of Object detection with deep learning and OpenCV
Today’s blog post is inspired from an email I received from Jason, a student at the University of Rochester. Jason is interested in building a custom object detector using the HOG + Linear SVM framework for his final year project.…
Read More of Intersection over Union (IoU) for object detection
Did you know that OpenCV can detect cat faces in images…right out-of-the-box with no extras? I didn’t either. But after Kendrick Tan broke the story, I had to check it out for myself…and do a little investigative work to see how this…
Read More of Detecting cats in images with OpenCV
Last week we discussed how to use OpenCV and Python to perform pedestrian detection. To accomplish this, we leveraged the built-in HOG + Linear SVM detector that OpenCV ships with, allowing us to detect people in images. However, one aspect…
Read More of HOG detectMultiScale parameters explained
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