How to analyze The COCO Dataset for Pose Estimation

How to analyze The COCO Dataset for Pose Estimation

Exploratory analysis of the COCO dataset. Learn how to filter out inappropriate occurrences of people you don’t want to show to your model

You need a dataset for training pose estimation models, but what’s the best choice? There are public datasets like COCO, MPII, and CrowdPose. Not much, if we compare it to the number of publicly available datasets for different computer vision tasks, like object detection or classification. The pose estimation problem belongs to a category of rather complex problems. Building a suitable dataset for neural network models is hard. Every joint of every person in the image has to be located and tagged. That’s a mundane and time-consuming task. The most popular dataset for pose estimation is the COCO dataset. It has around 80 categories of images and around 250,000 instances of people. If you check some random images from this dataset, you may come across instances that are irrelevant to the problem you are going to solve. Reaching the highest level of precision is desirable in academia, but not always in real-world, production environments. In the real world, we may be more interested in training models that work well in very specific environments, such as pedestrians, basketball players, gym sessions, etc.

sklearn coco-dataset deep-learning pose-estimation pandas

Bootstrap 5 Complete Course with Examples

Bootstrap 5 Tutorial - Bootstrap 5 Crash Course for Beginners

Nest.JS Tutorial for Beginners

Hello Vue 3: A First Look at Vue 3 and the Composition API

Building a simple Applications with Vue 3

Deno Crash Course: Explore Deno and Create a full REST API with Deno

How to Build a Real-time Chat App with Deno and WebSockets

Convert HTML to Markdown Online

HTML entity encoder decoder Online

Top 10 Deep Learning Sessions To Look Forward To At DVDC 2020

Looking to attend an AI event or two this year? Below ... Here are the top 22 machine learning conferences in 2020: ... Start Date: June 10th, 2020 ... Join more than 400 other data-heads in 2020 and propel your career forward. ... They feature 30+ data science sessions crafted to bring specialists in different ...

Dance on Human Pose Estimation Using Artificial Intelligence

Dance on Human Pose Estimation Using Artificial Intelligence with Complete Tutorial & Source Code Download Free. A Human Pose Skeleton speaks to the direction of an individual in a graphical organization. Basically, it is a bunch of directions...

Learn Transfer Learning for Deep Learning by implementing the project.

Project walk-through on Convolution neural networks using transfer learning. From 2 years of my master’s degree, I found that the best way to learn concepts is by doing the projects.

Head Pose Estimation with Hopenet

A deep learning approach for directly estimating head pose. There are many interesting research done in the field of Computer Vision.

Free Datasets for Machine Learning and Deep Learning

This collection of free datasets will provide plenty of training data for your machine learning or deep learning project.