Contents
How do I get data from ImageNet?
ImageNet Download: Go to https://www.kaggle.com/c/imagenet-object-localization-challenge and click on the data tab. You can use the Kaggle API to download on a remote computer, or that page to download all the files you want directly. There, they provide both the labels and the image data.
How do I download ImageNet validation dataset?
Download the ImageNet dataset. From the download site, go to the Images section on the page and right click on “Training images (Task 1 & 2)”. This will give you the URL needed to download the largest part of the training set. Save the URL.
What is Ilsvrc classification?
The ImageNet Large Scale Visual Recognition Challenge (ILSVRC) evaluates algorithms for object detection and image classification at large scale. Another motivation is to measure the progress of computer vision for large scale image indexing for retrieval and annotation.
How large is the ImageNet dataset?
14 million images
ImageNet is a large database or dataset of over 14 million images. It was designed by academics intended for computer vision research. It was the first of its kind in terms of scale. Images are organized and labelled in a hierarchy.
What is Synset ImageNet?
ImageNet is an image dataset organized according to the WordNet hierarchy. Each meaningful concept in WordNet, possibly described by multiple words or word phrases, is called a “synonym set” or “synset”. In ImageNet, we aim to provide on average 1000 images to illustrate each synset.
Why is the ImageNet challenge ( ILSVRC ) so popular?
A Gentle Introduction to the ImageNet Challenge (ILSVRC) The rise in popularity and use of deep learning neural network techniques can be traced back to the innovations in the application of convolutional neural networks to image classification tasks.
How are image classification models trained in ImageNet?
Building upon this idea of training image classification models on ImageNet Dataset, in 2010 annual image classification competition was launched known as ImageNet Large Scale Visual Recognition Challenge or ILSVRC. ILSVRC uses the smaller portion of the ImageNet consisting of only 1000 categories.
How to create image classification in ilsvrc2012?
Image classification. data setup: create a folder or symlink with the name ilsvrc2012/ where you have stored and unpacked the data files and, when loading the dataset, use the data_dir input argument to specify the data’s folder path. description: Contains image filenames and label annotations for image classification.
When does the new ImageNet dataset come out?
September 2, 2014: A new paperwhich describes the collection of the ImageNet Large Scale Visual Recognition Challenge dataset, analyzes the results of the past five years of the challenge, and even compares current computer accuracy with human accuracy is now available. Please cite it when reporting ILSVRC2012 results or using the dataset.