RMI | NeurIPS 2019 paper Region Mutual Information Loss | Machine Learning library

 by   ZJULearning Python Version: 1.0.0 License: MIT

kandi X-RAY | RMI Summary

kandi X-RAY | RMI Summary

RMI is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch applications. RMI has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. You can download it from GitHub.

This is the code for the NeurIPS 2019 paper Region Mutual Information Loss for Semantic Segmentation. This paper proposes a region mutual information (RMI) loss to model the dependencies among pixels. RMI uses one pixel and its neighbor pixels to represent this pixel. Then for each pixel in an image, we get a multi-dimensional point that encodes the relationship between pixels, and the image is cast into a multi-dimensional distribution of these high-dimensional points. The prediction and ground truth thus can achieve high order consistency through maximizing the mutual information (MI) between their multi-dimensional distributions.
Support
    Quality
      Security
        License
          Reuse

            kandi-support Support

              RMI has a low active ecosystem.
              It has 255 star(s) with 38 fork(s). There are 11 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 3 open issues and 17 have been closed. On average issues are closed in 26 days. There are 7 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of RMI is 1.0.0

            kandi-Quality Quality

              RMI has 0 bugs and 0 code smells.

            kandi-Security Security

              RMI has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              RMI code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              RMI is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              RMI releases are available to install and integrate.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.
              RMI saves you 1588 person hours of effort in developing the same functionality from scratch.
              It has 3530 lines of code, 226 functions and 52 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed RMI and discovered the below as its top functions. This is intended to give you an instant insight into RMI implemented functionality, and help decide if they suit your requirements.
            • Train the model
            • Compute the mean intersection of the confusion matrix
            • Generate confusion matrix
            • Adds a batch to the confusion matrix
            • Return the path to the model file
            • Download a file
            • Check the sha1 hash of a file
            • Performs parallelization
            • Get a tensor from obj
            • Visualize image
            • Add command line parameters to parser
            • Convert a mask to a numpy array
            • Test for batch invocations
            • Resnet 2 tensor
            • Test the logdetect of the input matrix
            • Push input to device
            • Add a batch of confusion matrix
            • Patch the replication of the module
            • Validate the image
            • Compute a dense CRF2D
            • Forward softmax
            • Pull a tensor from the device
            • Forward computation
            • Make a layer of the layer
            • Get weights for optimizer
            • Calculate the mean and standard deviation from a list
            • Calculate the data parallel to the master
            Get all kandi verified functions for this library.

            RMI Key Features

            No Key Features are available at this moment for RMI.

            RMI Examples and Code Snippets

            Exporter for RMI
            javadot img1Lines of Code : 14dot img1License : Permissive (MIT License)
            copy iconCopy
            @Bean RmiServiceExporter exporter(CabBookingService implementation) {
            
                    // Expose a service via RMI. Remote obect URL is:
                    // rmi://:/
                    // 1099 is the default port
            
                    Class serviceInterface = CabBookingService.class;
                    

            Community Discussions

            QUESTION

            How can I suppress java 11 warning about retrofit2 platform for Rundeck 3.4.10 and RD CLI
            Asked 2022-Apr-15 at 15:10

            We have a Windows 2016 server with Rundeck 3.4.10 and recently had to upgrade to Corretto OpenJDK 11. Only now any RD command get's an error of the following which makes it very difficult to see the actual return from the process and is stopping us from continuing to develop a automation to find 'stuck' processes and abort them. Any help would be very much appreciated.

            ...

            ANSWER

            Answered 2022-Apr-15 at 15:10

            The "An illegal reflective access" warnings are inoffensive, you can open a new issue here, in that way the dev team can remove them on further versions.

            Source https://stackoverflow.com/questions/71878386

            QUESTION

            Jenkins stages with multiple agents
            Asked 2022-Apr-15 at 10:53

            I'm having an issue with the pipeline if I want to define the agent for a specific stage.

            ...

            ANSWER

            Answered 2022-Apr-15 at 10:53

            You see this error because the credentials helper method used inside the environment block requires the node context in a given execution context. You can see this by temporarily commenting out this part of the code and your initial pipeline will not fail for that reason.

            You can solve this problem by defining environment block inside the stage that runs on the docker node:

            Source https://stackoverflow.com/questions/71882285

            QUESTION

            java.lang.IllegalAccessError: class org.jetbrains.kotlin.kapt3.base.KaptContext Android
            Asked 2022-Mar-18 at 13:12

            I've been getting an error like this for days, but I couldn't find a solution. Can you please help me?

            What could the problem be caused by?

            Error :

            ...

            ANSWER

            Answered 2022-Mar-18 at 13:12

            I found a solution and fixed this damn problem :D

            I recommend using, adding it to the root build.gradle. This will force using the given dependency in the whole project:

            build.gradle (Project)

            Source https://stackoverflow.com/questions/71525731

            QUESTION

            Upgraded Cassandra 3.11 to 4.0, failed with "node with address ... already exists"
            Asked 2022-Mar-07 at 00:15

            we try to upgrade apache cassandra 3.11.12 to 4.0.2, this is the first node we upgrade in this cluster (seed node). we drain the node and stop the service before replace the version.

            system log:

            ...

            ANSWER

            Answered 2022-Mar-07 at 00:15

            During startup, Cassandra tries to retrieve the host ID by querying the local system table with:

            Source https://stackoverflow.com/questions/71343502

            QUESTION

            SEVERE: Exception sending context initialized event to listener instance of class [org.springframework.web.context.ContextLoaderListener]
            Asked 2022-Feb-15 at 11:51

            so I'm in a new internship position and I was told to modernize a JEE applciation. I've migrated the code in my machine in both .rar , .tar.gz and raw source code , and I sotill get the same problem. so here is the full stack trace of the problem :

            ...

            ANSWER

            Answered 2022-Feb-15 at 11:51

            Spring 3.2.0.RELEASE uses asm 4.0, which does not support Java 8 or higher.

            Since Java 7 is not supported any more, you should upgrade Spring to the latest patch release:

            Source https://stackoverflow.com/questions/71111090

            QUESTION

            Invalid argument for "-t --tag" flag: invalid reference format
            Asked 2022-Feb-15 at 09:04

            I'm trying to build the docker image using this script:

            release.sh

            ...

            ANSWER

            Answered 2022-Feb-15 at 08:59

            As it says, your image name/tag is invalid.

            Image names are slash-separated. You can prefix with a registry address including optional port number.

            your prod-web_prod-web_1:registry.seesunit.kr/prod-scim-web:v_db has too many colons. My guess is that the first bit is there by error and what you want is registry.seesunit.kr/prod-scim-web:v_db, i.e. your build command should be

            Source https://stackoverflow.com/questions/71123507

            QUESTION

            Remove Gitlab docker containers
            Asked 2022-Feb-08 at 15:07

            Recently i tried to install Gitlab on Ubuntu machine using docker and docker-compose. This was only done for testing so i can later install it on other machine.

            However, i have a problem with removing/deleting gitlab containers.

            I tried docker-compose down and killing all processes related to gitlab containers but they keep restarting even if i somehow manage to delete images.

            This is my docker-compose.yml file

            ...

            ANSWER

            Answered 2022-Feb-08 at 15:07

            I found the solution. Problem was that i didn't use

            Source https://stackoverflow.com/questions/71011997

            QUESTION

            Elastic Beanstalk environment is failing suddenly. Why?
            Asked 2022-Jan-27 at 17:18

            I am at a complete loss and really freaking out, because this project of mine was close to being done. I will give out a bounty for the answer that helps me (when I can). I am desperate, please help.

            I have an Elastic Beanstalk project that has been working fine for literally months. Today, I decide to enable and disable a port listener as seen in the photo below:

            I enabled port 80 and then the website stopped working. So I was like "oh crap, I will change it back". But guess what? It is still broken. The code has not changed whatsoever, but the application is now broken and I am freaking out.

            I have restarted the app servers, rebuilt the environment and nothing. I can't even access the environment site by clicking Go to environment. I just see a Bad Gateway message on screen. The health status of the environment when first deployed is OK and then quickly goes to Severe.

            If my code has not changed, what is the deal here? How can I find out what is going on here? All I changed was that port, by enabling and then disabling again.

            I have already come across this question: Question and I am already doing this. This environment variable is on my application.properties file like this: server.port=5000 and its been like this for months and HAS ALREADY been working. So this can't be the reason that it broke today. I even tried adding it directly to the environment variables in Elastic Beanstalk console and same result, still getting 502 Bad Gateway.

            I also have a path for the health-check configured and this has not changed in months.

            Here are the last 100 lines from my log file after health status goes to Severe:

            ...

            ANSWER

            Answered 2022-Jan-27 at 17:18

            Okay, so I decided to just launch a new environment using the same exact configuration and code and it worked. Looks like Elastic Beanstalk environments can break and once that happens, there is no fixing it apparently.

            Source https://stackoverflow.com/questions/70881915

            QUESTION

            Error: Module java.base not found, required by while trying jlink on Fedora
            Asked 2022-Jan-19 at 00:33

            When trying to use jlink on Fedora from this plugin https://github.com/openjfx/javafx-maven-plugin

            ...

            ANSWER

            Answered 2022-Jan-19 at 00:24

            I am missing the jmods directory in my jdk. On Fedora jmods are a separate install https://fedora.pkgs.org/35/fedora-x86_64/java-11-openjdk-jmods-11.0.12.0.7-4.fc35.x86_64.rpm.html

            Run sudo dnf install java-11-openjdk-jmods

            Source https://stackoverflow.com/questions/70763347

            QUESTION

            SSL for JMX with RMI
            Asked 2022-Jan-06 at 08:26

            We have a Java application which has had a JConsole connection with password authentication for a while. In improving the security of this, we are trying to encrypt the connection made from JConsole to the application.

            Up until now, we have launched our application with the following launch command:

            ...

            ANSWER

            Answered 2021-Dec-29 at 03:47

            TLS handshakes are obviously failing. Without knowing the contents of your truststore (a couple of self-signed certificates?), or the ability to inspect the certificates in exchange, it's most likely because cacerts, the default Java truststore that contains common public root certificates, is not being loaded anymore now that you're specifying your own truststore.

            As a confidence check, you can import the contents of cacerts into a copy of your truststore and retry. (See keytool's importkeystore.)

            Source https://stackoverflow.com/questions/70309104

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

            Vulnerabilities

            No vulnerabilities reported

            Install RMI

            Please install PyTorch-1.1.0 and Python3.6.5. We highly recommend you to use our established PyTorch docker image - zhaosssss/torch_lab. If you have not installed docker, see https://docs.docker.com/. After you install docker and pull our image, you can cd to script directory and run. to create a running docker container. If you do not want to use docker, try. However, this is not suggested.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
            Find more information at:

            Find, review, and download reusable Libraries, Code Snippets, Cloud APIs from over 650 million Knowledge Items

            Find more libraries
            CLONE
          • HTTPS

            https://github.com/ZJULearning/RMI.git

          • CLI

            gh repo clone ZJULearning/RMI

          • sshUrl

            git@github.com:ZJULearning/RMI.git

          • Stay Updated

            Subscribe to our newsletter for trending solutions and developer bootcamps

            Agree to Sign up and Terms & Conditions

            Share this Page

            share link