Tag: Learn OpenCV

EfficientNet: Theory + Code

In this post, we will discuss the paper “EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks” At the heart of many computer vision tasks like image classification, object detection, segmentation, etc. is a Convolutional Neural Network (CNN). In 2012, AlexNet won the ImageNet Large Scale Visual Recognition Competition (ILSVRC) beating the nearest competitor by nearly […]

from Learn OpenCV https://www.learnopencv.com/efficientnet-theory-code/…

Mask R-CNN Instance Segmentation with PyTorch

In this post, we will discuss a bit of theory behind Mask R-CNN and how to use the pre-trained Mask R-CNN model in PyTorch. This post is part of our series on PyTorch for Beginners. 1. Semantic Segmentation, Object Detection, and Instance Segmentation. As part of this series we have learned about Semantic Segmentation: In […]

from Learn OpenCV https://www.learnopencv.com/mask-r-cnn-instance-segmentation-with-pytorch/…

Faster R-CNN Object Detection with PyTorch

In this post, we will cover Faster R-CNN object detection with PyTorch. We will learn the evolution of object detection from R-CNN to Fast R-CNN to Faster R-CNN. This post is part of our PyTorch for Beginners series 1. Image Classification vs. Object Detection Image Classification is a problem where we assign a class label […]

from Learn OpenCV https://www.learnopencv.com/faster-r-cnn-object-detection-with-pytorch/…

PyTorch for Beginners: Semantic Segmentation using torchvision

This post is part of the series in which we are going to cover the following topics. 1. What is Semantic Segmentation? Semantic Segmentation is an image analysis task in which we classify each pixel in the image into a class. This is similar to what us humans do all the time by default. Whenever […]

from Learn OpenCV https://www.learnopencv.com/pytorch-for-beginners-semantic-segmentation-using-torchvision/…

PyTorch for Beginners: Image Classification using Pre-trained models

This blog is part of the series in which we are going to cover the following topics. PyTorch for Beginners : Basics PyTorch for Beginners: Image Classification using Pre-trained models Image Classification using Transfer Learning in PyTorch PyTorch Model Inference using ONNX and Caffe2 Semantic Segmentation Object Detection Human Pose Keypoint Detection In the previous […]

from Learn OpenCV https://www.learnopencv.com/pytorch-for-beginners-image-classification-using-pre-trained-models/…

PyTorch for Beginners: Basics

The world is changing and so is the technology serving it. It’s crucial for everyone to keep up with the rapid changes in technology. One of the domains which is witnessing the fastest and largest evolution is Artificial Intelligence. We are training our machines to learn and the results are now getting better and better. […]

from Learn OpenCV https://www.learnopencv.com/pytorch-for-beginners-basics/…

Competitive Machine Learning(Why Programming?)

A lot of people often get confused between normal Software Development jobs and normally high paying  Data Science and Machine Learning/AI jobs and often look clueless as to how about prepare and practice for this kind of stuff, they go like that  there are platforms like codechef, codeforces, topcoder etc etc to practice algorithms and […]

from Learn OpenCV https://www.learnopencv.com/competitive-machine-learningwhy-programming/…