MNC | aware Semantic Segmentation via Multi-task Network Cascades | Machine Learning library

 by   daijifeng001 Python Version: Current License: Non-SPDX

kandi X-RAY | MNC Summary

kandi X-RAY | MNC Summary

MNC is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch, Tensorflow applications. MNC has no vulnerabilities and it has low support. However MNC has 2 bugs, it build file is not available and it has a Non-SPDX License. You can download it from GitHub.

MNC is an instance-aware semantic segmentation system based on deep convolutional networks, which won the first place in COCO segmentation challenge 2015, and test at a fraction of a second per image. We decompose the task of instance-aware semantic segmentation into related sub-tasks, which are solved by multi-task network cascades (MNC) with shared features. The entire MNC network is trained end-to-end with error gradients across cascaded stages. MNC was initially described in a CVPR 2016 oral paper. This repository contains a python implementation of MNC, which is ~10% slower than the original matlab implementation. This repository includes a bilinear RoI warping layer, which enables gradient back-propagation with respect to RoI coordinates.
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            kandi-support Support

              MNC has a low active ecosystem.
              It has 487 star(s) with 184 fork(s). There are 41 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 44 open issues and 26 have been closed. On average issues are closed in 24 days. There are 2 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of MNC is current.

            kandi-Quality Quality

              OutlinedDot
              MNC has 2 bugs (2 blocker, 0 critical, 0 major, 0 minor) and 110 code smells.

            kandi-Security Security

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

            kandi-License License

              MNC has a Non-SPDX License.
              Non-SPDX licenses can be open source with a non SPDX compliant license, or non open source licenses, and you need to review them closely before use.

            kandi-Reuse Reuse

              MNC releases are not available. You will need to build from source code and install.
              MNC has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions, examples and code snippets are available.
              MNC saves you 1647 person hours of effort in developing the same functionality from scratch.
              It has 3656 lines of code, 174 functions and 39 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed MNC and discovered the below as its top functions. This is intended to give you an instant insight into MNC implemented functionality, and help decide if they suit your requirements.
            • Forward computation
            • Transform two bounding boxes
            • Compute the target geometry
            • Unmap a numpy array
            • Forward the prediction
            • Transform boxes to invoations
            • Clips boxes around given image
            • Filter boxes that are smaller than min_size
            • Wrapper function for GPU masks
            • CPU masking wrapper
            • Calculate image aggregation
            • Generate a set of ground truth boxes
            • Sample the background image
            • Parse command line arguments
            • Prepare image for blob conversion
            • Locate CUDA
            • Compute the predicted targets for each exposure
            • Apply nms to all boxes
            • Return the roidb dict
            • Perform a forward computation
            • Perform the forward computation
            • Apply nms masks to a box
            • Get the mask database
            • Get an IMDB dataset
            • Set image info
            • Set the roidb indices
            Get all kandi verified functions for this library.

            MNC Key Features

            No Key Features are available at this moment for MNC.

            MNC Examples and Code Snippets

            No Code Snippets are available at this moment for MNC.

            Community Discussions

            QUESTION

            How to check if JSON is contain in an array JSON objects in golang
            Asked 2021-Jun-04 at 19:50

            I have an array of JSON objects as

            Structs:

            ...

            ANSWER

            Answered 2021-Jun-04 at 19:50

            Based on the suggestions from comments I replicated your scenario as follows:

            Source https://stackoverflow.com/questions/67675044

            QUESTION

            Unity android manifest upload issues
            Asked 2021-Apr-30 at 13:57

            I am trying to upload my application on Oculus store but I get the following errors:

            I have read the issues but none of them are included in my Manifest. I do not need these permissions either in my application. So how do I rectify something that is not already present in the manifest?

            ...

            ANSWER

            Answered 2021-Apr-30 at 13:57

            The permissions are added by the dependencies of your app. An android manifest file is automatically merged with the manifest files of its dependencies.

            The top manifest file has the priority and can alter the values of the manifest files in its dependencies.

            To remove a permission, use the tools:node="remove" tag. For example, to remove the RECORD_AUDIO permission, add this line to your app's manifest file between the XML tags:

            Source https://stackoverflow.com/questions/67334970

            QUESTION

            How to write into internal storage of android
            Asked 2021-Mar-10 at 09:50

            I'm using qtcreator and have created an AndroidManifest.xml via my IDE which has WRITE_EXTERNAL_STORAGE permission but I cannot write any file into my mobile phone storage ( /storage/self/primary or /storage/emulated/0/ ) ( error : file is not open )

            something like telegram folder of Telegram application

            How can I write file into this location which is visible for other users

            Updated ...

            ANSWER

            Answered 2021-Mar-10 at 07:44

            As You probably have your function to write to the storage, You're most likely missing to check the storage permission during runtime, as @Ak23 pointed it out. Here is an example code of how You could go about chcecking and granting permission:

            Source https://stackoverflow.com/questions/66559942

            QUESTION

            Seagull Diameter Request simulation,
            Asked 2021-Feb-25 at 22:32

            Can someone please suggest what should be a value of in the seagull script so that Wireshark correctly decodes MNC-030 and MCC-234?

            ...

            ANSWER

            Answered 2021-Feb-25 at 22:32

            It sounds like you're wanting to send the PLMN in the proper format in a Diameter message such as a ULR. The value has to be entered using the method defined by ETSI. In your case it would be 0x320430. See the example code below.

            Source https://stackoverflow.com/questions/66048604

            QUESTION

            buildozer apk closes once opened and gives me alot of information about my phone
            Asked 2021-Feb-12 at 01:58

            I'm trying to make an android app with buildozer and when I run buildozer -v android debug run logcat the app opens then closes immediatly and the logcat just gives me alot of useless information about my phone. It's too much that I can't copy it all. I think it just lists my apps and notifications but I don't know why. This happened when I wanted to integrate fingerprint scanners in my app I used this github repo but I removed import org.fingerprint.FingerprintCallbackInterface; from FingerprintCallback.java because it kept telling me that org.fingerprint doesn't exist so is there a solution for this? thanks in advance

            Here is a part of it:

            ...

            ANSWER

            Answered 2021-Feb-12 at 01:58

            Turns out I needed to remove the # from android.logcat_filters

            Source https://stackoverflow.com/questions/66156890

            QUESTION

            Question: How to write `010 switch and if` in kaitai
            Asked 2021-Feb-10 at 22:19

            I like the kaitai struct very much that I need to rewrite one of 010 binary template in kaitai. I've found structures similar to the following in my 010 template and I would like to know how to handle this in kaitai.

            Ex:1

            ...

            ANSWER

            Answered 2021-Feb-10 at 22:19

            I've asked the same question in kaitai git, and they provided well detailed explanation on how to do this. Please refer this

            Source https://stackoverflow.com/questions/66144861

            QUESTION

            How to work with permissions in single activity design using navigation component?
            Asked 2021-Jan-25 at 11:57

            My previous app has many activities and some of them are declared as exported true, so that other apps can call them through intent filter. Some of them also has specific permission which also sets in my activities.

            Now, i am developing a app using single activity. So, i am curious to know how can i handle this permission issue in single activity design, as i have only one activity.

            Previously, in multiple activities i can easily set permission in specific activity. How can i handle this here? I am a newbie. I searched a lot but did not find any clue.

            Edit:

            ...

            ANSWER

            Answered 2021-Jan-25 at 11:56

            You can't use manifest-based permissions if you want to restrict a single Activity from being launched in some cases but not others. The manifest-based permission controls access to the specific Activity, no matter how it is being launched.

            What you could do is create an for your single Activity. An is a manifest entry that references an actual Activity, but provides alternate launch options. You can specify a different set of permissions on the than the ones you have on the actual Activity. You can also specify different launchMode, different , etc.

            Source https://stackoverflow.com/questions/65869949

            QUESTION

            The problem of using regular expressions in the shell script
            Asked 2020-Nov-27 at 05:06

            I have a regex that removes the content in the Activity tag. The regex is \s*(?:\s|\S)*<\/activity>. It is possible in Java, but it will not work when written in the shell. The wording in the shell is as follows:

            ...

            ANSWER

            Answered 2020-Nov-27 at 05:06

            The syntax of regular expression are roughly classified in three variants: BRE, ERE and PCRE. The latter has more features and power of expression. Your regex is written in PCRE while sed supports up to ERE. Another problem is that sed processes the input file line by line and it requires some trick to make sed regex match across lines.

            With sed please try the following:

            Source https://stackoverflow.com/questions/65031560

            QUESTION

            How to check if the JSON Object array contains the value defined or not?
            Asked 2020-Nov-05 at 10:18

            hello im a newbie in javascript , I need to check if the Object value is listed in the JSON or not. If the yes do something else do another thing.

            first i get JSON from ipapi.co/json which return this for example

            ...

            ANSWER

            Answered 2020-Nov-05 at 10:14

            You can combine basic array/object functions to archive your goal. But as i commented on your question, you should define strict filter criterias.

            Source https://stackoverflow.com/questions/64694757

            QUESTION

            How to reduce spacing between Items in data table and make texts align end using flutter
            Asked 2020-Oct-02 at 17:34

            I am trying to create a screen as the below image:

            and this is the below code I created:

            ...

            ANSWER

            Answered 2020-Oct-02 at 17:34

            you can use the combination of Row and Column like this

            Source https://stackoverflow.com/questions/63550946

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

            Vulnerabilities

            No vulnerabilities reported

            Install MNC

            Install Python packages: numpy, scipy, cython, python-opencv, easydict, yaml.
            Clone the MNC repository:
            Install Python packages: numpy, scipy, cython, python-opencv, easydict, yaml.
            Build the Cython modules and the gpu_nms, gpu_mask_voting modules by:
            Install Caffe and pycaffe dependencies (see: Caffe installation instructions for official installation guide)
            Build Caffe and pycaffe: cd $MNC_ROOT/caffe-mnc # If you have all of the requirements installed # and your Makefile.config in place, then simply do: make -j8 && make pycaffe

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            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 .
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            https://github.com/daijifeng001/MNC.git

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            gh repo clone daijifeng001/MNC

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            git@github.com:daijifeng001/MNC.git

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