OASIS | Official implementation of the paper "You Only Need Adversarial Supervision for Semantic Image Synth | Machine Learning library

 by   boschresearch Python Version: Current License: AGPL-3.0

kandi X-RAY | OASIS Summary

kandi X-RAY | OASIS Summary

OASIS is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch, Tensorflow, Generative adversarial networks applications. OASIS has no bugs, it has build file available, it has a Strong Copyleft License and it has low support. However OASIS has 1 vulnerabilities. You can download it from GitHub.

This repository implements the OASIS model, which generates realistic looking images from semantic label maps. In addition, many different images can be generated from any given label map by simply resampling a noise vector (first two rows of the figure below). The model also allows to just resample parts of the image (see the last two rows of the figure below). Check out the paper for details, as well as the appendix, which contains many additional examples.
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            kandi-support Support

              OASIS has a low active ecosystem.
              It has 292 star(s) with 55 fork(s). There are 14 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 19 open issues and 19 have been closed. On average issues are closed in 17 days. There are 1 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of OASIS is current.

            kandi-Quality Quality

              OASIS has 0 bugs and 0 code smells.

            kandi-Security Security

              OASIS has 1 vulnerability issues reported (0 critical, 1 high, 0 medium, 0 low).
              OASIS code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              OASIS is licensed under the AGPL-3.0 License. This license is Strong Copyleft.
              Strong Copyleft licenses enforce sharing, and you can use them when creating open source projects.

            kandi-Reuse Reuse

              OASIS releases are not available. You will need to build from source code and install.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.
              OASIS saves you 777 person hours of effort in developing the same functionality from scratch.
              It has 1787 lines of code, 134 functions and 24 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed OASIS and discovered the below as its top functions. This is intended to give you an instant insight into OASIS implemented functionality, and help decide if they suit your requirements.
            • Forward computation
            • Calculate the class imbalance
            • Calculate the loss of the target
            • Get the n - 1 target of the given label
            • Patch the replication callback
            • Execute the replication callbacks
            • Create a slave pipe
            • Internal helper function
            • Calculates the mean and variance of a list of intermediates
            • Compute mean and bias variance
            • Read command line arguments
            • Add common arguments to the given parser
            • Load iteration iteration
            • Print the options to stdout
            • Save training images
            • Save batch images
            • Color a tensor
            • Convert a tensor
            • Get data loader
            • Returns the name of the dataset
            • Compute FID for current iteration
            • Calculate the distance between two Gaussians
            • Compute the FIDF with validation
            • Forward the forward function
            • Compute FID and sigma
            • Resets parameters
            Get all kandi verified functions for this library.

            OASIS Key Features

            No Key Features are available at this moment for OASIS.

            OASIS Examples and Code Snippets

            No Code Snippets are available at this moment for OASIS.

            Community Discussions

            QUESTION

            Parsing an XML using ElementTree: The root of the tree is returned as an XML itself. How do I further parse it to find an element?
            Asked 2021-Jun-12 at 00:59

            I'm parsing an XML file using ElementTree. In my case, the root of the tree is returned as an XML itself. How do I further parse it to extract the text inside the element ?

            ...

            ANSWER

            Answered 2021-Jun-12 at 00:59

            You have to deal with the namespaces in your xml. So try this instead:

            Source https://stackoverflow.com/questions/67943923

            QUESTION

            Deserializing XML and Getting an Error in XML Document (2, 2)
            Asked 2021-Jun-12 at 00:21

            I have an XML file I am reading from and trying to deserialize into an object. I get this error when I try:

            System.InvalidOperationException: 'There is an error in XML document (2, 2).' InvalidOperationException: was not expected.

            Here is the XML file:

            ...

            ANSWER

            Answered 2021-Jun-11 at 17:40

            I think there are a number of issues here, more specifically with the Generated Code for the XML.

            In Visual Studio, I created a new Class and copied your XML content and used Edit -> Paste Special -> Paste XML as Classes.

            Here's the generated code from that exercise:

            Source https://stackoverflow.com/questions/67939785

            QUESTION

            How to convert STIX objects to Pydantic models?
            Asked 2021-Jun-11 at 08:46

            I'm using FastAPI and I need to represent different STIX 2 objects (from MITRE ATT&CK) with a corresponding/equivalent Pydantic model in order to return them as a response JSON.

            Let's consider the AttackPattern object.

            ...

            ANSWER

            Answered 2021-Jun-11 at 08:46

            A possible and promising approach is to generate the Pydantic model starting from the corresponding JSON Schema of the STIX object.

            Luckily enough the JSON schemas for all the STIX 2 objects have been defined by the OASIS Open organization on the GitHub repository CTI-STIX2-JSON-Schemas.

            In particular, the JSON Schema for the Attack-Pattern is available here.

            Source https://stackoverflow.com/questions/67919795

            QUESTION

            Use the SAML attribute ForceAuthn with Google IdP
            Asked 2021-Jun-10 at 09:00

            Actually, we use Google IdP as a SSO / SAML authentication type for our application. We have configured it to connect our users to our application and it works fine. But recently, we have also wanted to ask a reauthentication to our users for different actions that could happen during the application lifecycle.

            In deeper details, when we send a SAML request to the Google Idp, we add the attribute ForceAuthn="true" in the node "AuthnRequest" and we also add a AuthnContextClassRef to ask explicitly that we want a reauthentication by credentials.

            When we send this SAML request to the Google IdP, the problem is that the IdP server doesn't ask credentials to the end user and redirect directly to the application with a successful response.

            Is that normal ? Does the Google IdP support the attribute ForceAuthn="true" ? I didn't find any documentation on this topic.

            Here is an example of the SAML request that has been sent to the IdP:

            ...

            ANSWER

            Answered 2021-Jun-10 at 09:00

            Official answer from Google support: "Google doesn't currently implement Single Log out/account reauthentication, for SAML authorized services. You may alternatively have the use of "session lengths"".

            Source https://stackoverflow.com/questions/67776825

            QUESTION

            Can this query be further optimized? Can it be made to run quickly even on poor hardware?
            Asked 2021-Jun-07 at 09:09

            I have a Spring Boot app which uses Hibernate to generate the below query to a postgresql database. On a fast, local system (6 fast cores with HT, lots of ram, fast ssd) the query to the database runs at a reasonable 12-65 ms.

            To my surprise, once I deployed to one of Digital Ocean's virtual servers, the response of the same query dropped to an unacceptable 150-250 ms or higher. Since this is still a test environment, with almost no data on or traffic to the server, I wasn't really expecting even the cheapest servers, with only 1 shared CPU and 2gb of ram, to have any problems with this query. Am I simply in the wrong here? Upgrading the CPU to something heavier increased the performance back to what I was expecting.

            In any case, is there anything wrong with the below query? Can it be optimized further? Since it's an important part of the app, I want it to be as performant as possible. Since the joins are likely taking the majority of the execution time, I'm considering smashing all the tables together into one table, at which point I'd only need a large where clause to achieve the same but without the joins. Would that be faster?

            ...

            ANSWER

            Answered 2021-Jun-07 at 09:09

            If you want to know where the time is spent, use a profiler like the Async Profiler: https://github.com/jvm-profiling-tools/async-profiler

            IntelliJ has a nice integration for it, but you can also run it yourself: https://www.jetbrains.com/help/idea/async-profiler.html

            Source https://stackoverflow.com/questions/67850736

            QUESTION

            simplexml_load_string asXML not empty, but children() function returns empty?
            Asked 2021-May-28 at 12:31
            echo $xml->asXML();
            
            ...

            ANSWER

            Answered 2021-May-28 at 12:31

            Simple XML, is - as the name suggests, a very simple implementation and it looks for standard namespaces. You can use registerXPathNamespace to look for non custom ones. See example below that works for your code.

            Source https://stackoverflow.com/questions/67738773

            QUESTION

            Signification of Identity provider Binding
            Asked 2021-May-27 at 00:43

            I am implementing SSO using an external Identity provider to which I do not have access yet.

            The IDP metadata IDPSSODescriptor has one SingleSignOnService tag with a binding value of: urn:oasis:names:tc:SAML:2.0:bindings:HTTP-POST

            Does this imply that I cannot initiate an authentication request to the SingleSignOnService location with a GET request or that the service will respond with a POST request?

            ...

            ANSWER

            Answered 2021-May-27 at 00:43

            It means that the protocol endpoints that you will interact with expect POST interaction from the client (typically a browser). This is required these days for sending the assertion from the IdP to SP, but Redirect is usually acceptable in the case of the SP sending an AuthnRequest to the IdP.

            Source https://stackoverflow.com/questions/67693734

            QUESTION

            How to use different js file instead of writing in HTML for express
            Asked 2021-May-22 at 04:11

            I want to deploy the simple express application but I am stuck at a weird problem that I don't know how to solve. The problem is when I am writing the inline script in HTML file it is working perfectly fine but after using other js file instead of writing inline the Unexpected token: '<' error occurs.

            This is working

            ...

            ANSWER

            Answered 2021-May-22 at 04:11

            Express isn't serving the main.js file, only index.html.

            Try changing lines 9-11 to this:

            Source https://stackoverflow.com/questions/67645986

            QUESTION

            IdP metadata EntitiesDescriptor
            Asked 2021-May-19 at 12:39

            I'm using the ITfoxtec Identity SAML2 library with Keycloak as IdP. When requesting the IdP metadata information, the ITfoxtec Identity SAML2 library seems not to recognize the tag and expects a as the top level element in the metadata xml. Use of is described in https://docs.oasis-open.org/security/saml/v2.0/saml-metadata-2.0-os.pdf

            ...

            ANSWER

            Answered 2021-May-18 at 10:45

            I have released version 4.6.2-beta1 with support for reading SAML 2.0 metadata with a EntitiesDescriptor root element. The first EntityDescriptor element is selected.

            Please let me know if it works for you.

            Source https://stackoverflow.com/questions/67565206

            QUESTION

            How can I get value of element attribute in XML
            Asked 2021-May-19 at 02:02

            Please how can I get value of attribute Value of element StatusCode in this XML:

            ...

            ANSWER

            Answered 2021-May-18 at 13:55

            You can try with XmlDocument.

            Note: since you have a name space (xmlns ...) all elements in your xml by default in name space. hence you are getting object reference error. I have updated the code and .netfiddle. please have a look

            Source https://stackoverflow.com/questions/67582189

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install OASIS

            First, clone this repository:. The code is tested for Python 3.7.6 and the packages listed in oasis.yml. The basic requirements are PyTorch and Torchvision. The easiest way to get going is to install the oasis conda environment via.

            Support

            Please feel free to open an issue or contact us personally if you have questions, need help, or need explanations. Write to one of the following email addresses, and maybe put one other in the cc:. edgarschoenfeld@live.de vad221@gmail.com edgar.schoenfeld@bosch.com vadim.sushko@bosch.com.
            Find more information at:

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            CLONE
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            https://github.com/boschresearch/OASIS.git

          • CLI

            gh repo clone boschresearch/OASIS

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            git@github.com:boschresearch/OASIS.git

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