artos | Adaptive Real-Time Object Detection System | Computer Vision library
kandi X-RAY | artos Summary
kandi X-RAY | artos Summary
ARTOS is the Adaptive Real-Time Object Detection System, created at the University of Jena (Germany). It can be used to quickly learn models for visual object detection without having to collect a set of samples manually. To make this possible, it uses ImageNet, a large image database with more than 20,000 categories. It provides an average of 300-500 images with bounding box annotations for more than 3,000 of those categories and, thus, is suitable for object detection. The purpose of ARTOS is not limited to using those images in combination with clustering and a technique called Whitened Histograms of Orientations (WHO, Hariharan et al.) to quickly learn new models, but also includes adapting those models to other domains using in-situ images and applying them to detect objects in images and video streams. ARTOS consists of two parts: A library (libartos) which provides all the functionality mentioned above. It is implemented in C++, but also exports the important functions with a C-style procedural interface to enable usage of the library with a wide range of programming languages and environments. The other part is a Graphical User Interface (PyARTOS), written in Python, which allows performing the operations of ARTOS in a comfortable way.
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artos Key Features
artos Examples and Code Snippets
Images
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|--synset1
| |-- image1.jpg
| |-- image1.xml
| |-- image2.jpg
| |-- image2.xml
| |-- ...
|--synset2
| |-- image1.jpg
| |-- image1.xml
| |-- ...
|-- ...
Community Discussions
Trending Discussions on artos
QUESTION
I have a little nuisance in my project, that I can't resolve: The compiler doesn't see that the associated type is the same as the concrete type and won't let my do an assignement.
Does anyone know how to fix it. Thank you for taking your time.
Artos
...ANSWER
Answered 2019-Oct-18 at 11:30This code makes the assumption that every implementation of KeyTrait
has the same associated Key
type.
QUESTION
I have a simple list which is stored in the App component. This is used to display all the people and I want to be able to add new people to this list. I am not able to add input into my state, I am getting an error that map is not a function. Am i not creating the array properly?
...ANSWER
Answered 2019-Sep-20 at 14:15Remove the setPersons('');
statement, you might wanted to use setNewName('')
:
QUESTION
I am using Artos runner. In our development environment we keep
true
so I can debug my changes without having to deal with dependent test cases failing. In production environment we keep false
so test execution does not stop upon failure and we can analyse log in the morning.
Now I have a different requirement, I have some tests that are pre-requisite for rest of the units, so if critical test fails then I would like to skip rest of the unit, otherwise it can put our product into bad state.
Is there a way in Artos to skip rest of the unit only if specific test case or test unit fails? Or can we perform specific steps, incase test fails to ensure we are safe to perform rest of the tests?
...ANSWER
Answered 2019-Sep-01 at 11:07Depending on the requirement there are multiple ways to achieve it in Artos
- First of all, ensure all of your units are having a sequence number so they execute in the same order all the time.
- Let's say testUnit_1() is critical unit and it must be executed successfully in order to execute rest of the following units. In that case, set
dropRemainingUnitsUponFailure = true
as shown below. This will ensure that the rest of the units are dropped from the execution list if testUnit_1() fails.
QUESTION
We are using ARTOS framework to test product. Windows machine is used during development of the test cases but Linux remote server runs overnight testing using committed test cases. Every time I commit test cases I have to manually change configurations to disable “stop on fail” feature. Is there a way to support different configuration for development and production environment?
Following is my sample file
...ANSWER
Answered 2019-Feb-20 at 01:09Use profile feature.
You can use command line parameter -p="YourProfileName"
which will choose correct profile for you.
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No vulnerabilities reported
Install artos
a (full) copy of the ImageNet image data for all synsets This requires an account on ImageNet. Registration can be done here: http://www.image-net.org/signup After that, there should be a Tar archive with all full-resolution images available for download (> 1 TB). It is also possible to download just the archives for the single synsets that you need if you don't have enough disk space or time to download the full database.
the bounding box annotation data for those synsets Can be downloaded as Tar archive from the following URL (no account required): http://image-net.org/Annotation/Annotation.tar.gz
a synset list file, listing all available synsets and their descriptions There is a Python script available in the ARTOS root directory, which does this for you. It will download the list of synsets which bounding box annotations are available for and will convert it to the appropriate format. Just run: python fetch_synset_wordlist.py That will create synset_wordlist.txt.
Create a new directory, where your local copy of ImageNet will reside.
Put the synset_wordlist.txt just inside of that directory.
Create 2 sub-directories: Images and Annotation
Unpack the images Tar file to the Images directory, so that it contains one tar file for each synset.
Unpack the annotations Tar file to the Annotation directory, so that it contains one tar file for each synset. If those archives are compressed (gzipped), decompress them by running gzip -d -r .
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