Panoptic-PolarNet | Implementation for Panoptic-PolarNet

 by   edwardzhou130 Python Version: Current License: BSD-3-Clause

kandi X-RAY | Panoptic-PolarNet Summary

kandi X-RAY | Panoptic-PolarNet Summary

Panoptic-PolarNet is a Python library. Panoptic-PolarNet 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.

Panoptic-PolarNet is a fast and robust LiDAR point cloud panoptic segmentation framework. We learn both semantic segmentation and class-agnostic instance clustering in a single inference network using a polar Bird's Eye View (BEV) representation. Predictions from the semantic and instance head are then fused through a majority voting to create the final panopticsegmentation. We test Panoptic-PolarNet on SemanticKITTI and nuScenes datasets. Experiment shows that Panoptic-PolarNet reaches state-of-the-art performances with a real-time inference speed.
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              Panoptic-PolarNet has a low active ecosystem.
              It has 34 star(s) with 3 fork(s). There are 3 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 1 open issues and 3 have been closed. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of Panoptic-PolarNet is current.

            kandi-Quality Quality

              Panoptic-PolarNet has no bugs reported.

            kandi-Security Security

              Panoptic-PolarNet has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              Panoptic-PolarNet is licensed under the BSD-3-Clause License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              Panoptic-PolarNet 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 are not available. Examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed Panoptic-PolarNet and discovered the below as its top functions. This is intended to give you an instant insight into Panoptic-PolarNet implemented functionality, and help decide if they suit your requirements.
            • Concatenate the grid
            • Computes the range of the grp range
            • Wrapper for panoptic segmentation
            • Find the center of an instance
            • Concatenate pixel data into pixel coordinates
            • Get instance segmentation
            • Save instance data to directory
            • Compute the hinge jaccard loss
            • Flattens probas
            • Compute the mean of a list
            • Calculate softmax loss
            • Lossz_softmax
            • Compute the Jaccard loss for each label
            • Calculate the weighted mean of the image
            • Compute the weighted sum of the intersection of the binary
            • Calculate the PQ
            • Calculates the log - likelihood of the given logits
            • Calculate the mean and the intersection of the PSU
            • Creates a StableBCeloss
            • Resets the model
            • Merge cfgs
            • Add a batch to the model
            • Calculate the total sum of the stats
            • Load pretrained model from pretrained model
            • Train the SemKITTI model
            • Resets the loss dictionary
            Get all kandi verified functions for this library.

            Panoptic-PolarNet Key Features

            No Key Features are available at this moment for Panoptic-PolarNet.

            Panoptic-PolarNet Examples and Code Snippets

            No Code Snippets are available at this moment for Panoptic-PolarNet.

            Community Discussions

            No Community Discussions are available at this moment for Panoptic-PolarNet.Refer to stack overflow page for discussions.

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

            Vulnerabilities

            No vulnerabilities reported

            Install Panoptic-PolarNet

            You can download it from GitHub.
            You can use Panoptic-PolarNet like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

            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 .
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          • HTTPS

            https://github.com/edwardzhou130/Panoptic-PolarNet.git

          • CLI

            gh repo clone edwardzhou130/Panoptic-PolarNet

          • sshUrl

            git@github.com:edwardzhou130/Panoptic-PolarNet.git

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