Access to ImageNet data download - computer-vision

I've already been granted by the ImageNet website http://www.image-net.org/download-images to download the image data. And the page shows:
You have been granted access to the the whole ImageNet database through our site. By doing so you agree to the terms of access.
Download as one tar file
The full ImageNet data is currently unavailable. Data for ILSVRC is available.
ImageNet Fall 2011 release MD5: ...
ImageNet10K from Deng et al. ECCV2010
But both of the links shows "OOPS The url is not valid." when opened. (It's absolutely not due to some problem of my web or browser. I can tell this by the consistency of ImageNet web page style. I guess these links are too old, and moved to other urls, yet their website didn't update at once)
I have two questions here.
(1) Where and how can I really download the ImageNet data (as well as their labels, for classification task)?
(2) I want the data for the purpose to validate my method in my paper. Even if the dataset is downloaded, I'm afraid that it's unnecessarily big. Do I have to validate on ImageNet (Since its adopted in many papers anyway...) ? The Tiny ImageNet data's page seems not broken on their website. But its a dataset much smaller.

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.
I don't know what is up with the ImageNet website, however, the url list links were also broken for me today. One way you can still get the data is by going to an alternate mirror, such as Kaggle ImageNet download, the link I provided above. From what I have hears, the Kaggle ImageNet is equivalent to the ImageNet from their website.
I'm unsure about how to answer your second question, as I don't know enough about your project. However, ImageNet will probably work to validate your model.

It can be downloaded in python using the datasets library:
>>> from datasets import load_dataset
>>> ds = load_dataset("imagenet-1k")
>>> train_ds = ds["train"]
>>> train_ds[0]["image"] # a PIL Image
You may need to install it as well as Pillow and login to Hugging Face after accepting the terms of access
pip install datasets Pillow
huggingface-cli login
You can find more info and links to download the files on the ImageNet page on Hugging Face: https://huggingface.co/datasets/imagenet-1k

Related

Google Built CentOS Image - Anyone have a download for this?

I've looked for this across the web a few times, and I feel like this hasn't been asked exactly, or I may just be getting bogged down with the wrong syntax. Hoping to get an easy answer here (yes, you can't get this, is an acceptable answer).
The variations from the base CentOS image are listed here: Link to GCP
However, they don't actually provide a download for this image. I'm trying to get a local VM running in VMWare with this image.
I feel as though they'd provide this to their clients to make it easier to prepare for use of their product, but I'm not finding it anywhere.
If anyone could toss me a link to a pre-configured CentOS ISO with the minor changes, I'd definitely take that as an alternative. I'm just not confident in my skills with Linux enough to configure the firewall properly :)
GCP doesn't support Google-provied images for exporting. However, they support exporting images for custom images.
I don't have any experience about image exporting, but I think this works.
Create custom images
You can create custom images based on your GCE VM instance.
Go navigation -> Compute engine -> images page.
You can create custom image via disk or snapshot in this page.
Select one and create a custom image.
Export your image
After creating custom image successfully, Go custom image page and click "export" on upper side.
Select export format and GCS destination. then click export.
Now you have an image in the Google Cloud storage.
Download image file and import to your local VM machine.

What is the use of 'preview assets' in XCode 12?

This question is answered with "it contains assets for the preview canvas", which isn't enough information.
Does the preview assets folder give me any additional power over the preview canvas? If so, how can I utilize it?
Does the preview assets folder give me any additional power over the preview canvas? If so, how can I utilize it?
Preview Assets as it is seen below just by default registered development time only catalog of resources.
So you can store there any images, colors, files, ie any resources, which can be used in Preview Canvas only, for testing purpose. In example to not download one from internet, cloud, or fetch from database. Because Preview is for fast UI-only look & test, so data source is not important, so to test & tune UI you don't need to fetch external data but use locally stored test data.
You can add/name any other development time asset/folder in there as well.

Images and Thumbnails in Django

I want to store the images along with the thumbnails of it. I am storing the images in file system using django. At first, the user will be able to see the thumbnails and after clicking it original images can be seen. I am using postgres database. Also, I have already installed Pillow library. Thumbnail size will be approx 200*200.
Now my questions are:
How should I store the thumbnails ? (in database or in file system)
How to convert the images to it's thumbnails ? (python library or something else)
If anything better is possible for the mentioned feature please let me know.
P.S.: High performance and lesser page load time is required.
There are third party apps that do the heavy lifting like sorl-thumbnail or easy-thumbnail
For the first question, storing the image in the system or cdn and the path in the db is the best approach, and that's what django does by default.

Opencart attribute image

I was looking for an answer to this question through Google and the site but did not find the right answer.
The system opencart attribute whether it is possible to set values in an image?
version opencart - 2.1.0.2 (rs.1)
more:
I wanted to download the products via the file .xls. To do this, I installed the module export / import .xls. structure file:
Here, a column with a red background is an attribute, it must be the values of the image. This file shows the image link. Now, how can I upload the product up correctly with this file?
this is a readme.txt :
Export/Import Tool (V2.19) for OpenCart 2.0.x
=============================================
The Import/Export Tool allows the admin user to do a bulk export
of categories, products, options and attributes to an Excel spreadsheet file.
The spreadsheet file can be edited offline and then be re-imported to the OpenCart database.
New features include:
The Import can be incremental, that is, data is updated or added to the OpenCart server.
Or it can be non-incremental which means all old data is first deleted before the Import.
The Export can be limited to certain data ranges only for products and categories.
Multiple languages are now supported, too.
Requirements and Limitations
============================
Memory requirements can be quite high.
Not every shared web hosting account supports a high process memory usage.
Therefore, if you use a basic shared web hosting account,
no more than a few thousand products can be exported or imported at a time.
Use a more dedicated web hosting account if a higher number of products
are to be processed in one go. Or export and import multiple times in smaller batches.
Installation
============
In the OpenCart admin backend, do the following steps:
Step 1)
Go to Extensions > Extension Installer
Step 2)
Upload the opencart-2-0-0-x-export-import-multilingual-2-xx.ocmod.zip
Step 3)
Go to Extensions > Modifications
You should see any entry for this Export/Import tool
Step 4)
Click on the Refresh button (top right of the page)
Step 5)
Go to System > Users > User Group > Edit Administrator
Step 6)
Set access and modify permissions for 'tool/export_import'
That's it!
If during the install you get an error saying "Could not connect as ......"
while uploading this zipped extension via the Extension Installer,
you probably have the FTP support disabled from your hosting.
In that case you may try the following OpenCart Extension Installer fix first:
<http://www.opencart.com/index.php?route=extension/extension/info&extension_id=18892>
Further help and customized versions
====================================
This tool has been successfully tested for a standard OpenCart 2.0.x.
Don't use other Opencart versions with this module.
If you need a customized version of the Export/Import Tool,
let us know and we can create one for a charge.
You can contact us at <http://www.mhccorp.com>

Changes in maxmind.com free GeoLite databases

Maxmind.com had changed some fields and name scheme of their free cvs databases as of 01/06/2015. Furthermore the IPv6 database information had been split of and is provided separately now.
I would like to know, if
this happened also to the databases in mmdb format?
maxmind gave some info to developers prior changing this?
I'am running the github.com/AndreasBriese/ipLocator repo and was surprised of the changes (that posed the need to update the software yesterday)
If you are referring to the GeoLite2 CSV format, it was an alpha pre-release until recently in order to get feedback on the format. This was clearly specified on the download page as well as the CSV spec page.
The MMDB GeoIP2 databases have not changed as they have been production releases for well over a year. Similarly, the Legacy CSVs have not changed.