CenterPoint | 3D Object Detection and Tracking using center points | Computer Vision library

 by   tianweiy Python Version: v0.2 License: MIT

kandi X-RAY | CenterPoint Summary

kandi X-RAY | CenterPoint Summary

CenterPoint is a Python library typically used in Artificial Intelligence, Computer Vision, Deep Learning, Tensorflow applications. CenterPoint has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has medium support. You can download it from GitHub.

3D Object Detection and Tracking using center points in the bird-eye view. Center-based 3D Object Detection and Tracking, Tianwei Yin, Xingyi Zhou, Philipp Krähenbühl, arXiv technical report (arXiv 2006.11275).
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            kandi-support Support

              CenterPoint has a medium active ecosystem.
              It has 1570 star(s) with 411 fork(s). There are 35 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 89 open issues and 290 have been closed. On average issues are closed in 10 days. There are 1 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of CenterPoint is v0.2

            kandi-Quality Quality

              CenterPoint has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              CenterPoint 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

              CenterPoint 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.
              It has 19438 lines of code, 1055 functions and 198 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed CenterPoint and discovered the below as its top functions. This is intended to give you an instant insight into CenterPoint implemented functionality, and help decide if they suit your requirements.
            • Compute statistics for joint detection
            • Calculate overlap between two boxes
            • Generate noise per object
            • Compares two boxes
            • Return the number of points in a 3d polygon
            • Compute the vector similarity between 3D surfaces
            • R Return the number of points in a 3d polygon
            • Performs a step of the centertrack
            • Greedy greedy assignment
            • Try to find the device arch
            • Find the CUDA library
            • R Compare two boxes
            • Calculate the IOU component of the data
            • Convert a state dict into a voxelnet name
            • Train a model
            • Calculate noise per object
            • Create a progress bar for a given function
            • Create a waymo_detection
            • Creates nscenario infos
            • Create Example Detection
            • Evaluate the model
            • Performs the forward computation
            • Convert a 2d array to a BeV grid
            • Returns the memory usage of the GPU
            • Callback for rslidar
            • Delete this directory
            • Draws the corners of the image
            Get all kandi verified functions for this library.

            CenterPoint Key Features

            No Key Features are available at this moment for CenterPoint.

            CenterPoint Examples and Code Snippets

            First steps with CARLA-Adding NPCs
            C++dot img1Lines of Code : 10dot img1License : Permissive (MIT)
            copy iconCopy
            # Get the blueprint library and filter for the vehicle blueprints
            vehicle_blueprints = world.get_blueprint_library().filter('*vehicle*')
            
            # Get the map's spawn points
            spawn_points = world.get_map().get_spawn_points()
            
            # Spawn 50 vehicles randomly dis  
            copy iconCopy
            python tools/demo.py \
                --name demo \
                --det_name cp \
                --obj_type vehicle \
                --config_path configs/waymo_configs/vc_kf_giou.yaml \
                --data_folder ./demo_data/ \
                --visualize
              
            CenterPoint
            Pythondot img3Lines of Code : 6dot img3License : Permissive (Apache-2.0)
            copy iconCopy
            @article{yin2021center,
              title={Center-based 3D Object Detection and Tracking},
              author={Yin, Tianwei and Zhou, Xingyi and Kr{\"a}henb{\"u}hl, Philipp},
              journal={CVPR},
              year={2021},
            }
              

            Community Discussions

            QUESTION

            How to align 2 QVBoxLayout in QHBoxLayout with 50% area each and how to align combo_test11 and txt_test22 so that they look proper in line
            Asked 2022-Mar-24 at 21:00

            As you can see from the image 2 QVBoxLayout looks bad so how can we design it so that both takes 50% of the QHBoxLayout size each.

            As you can see combo_test11(QComboBox) and txt_test22(QLineEdit) both does not look aligned properly. both widget should be equally stacked/aligned so how can we design it .

            I cannot add any fixed width since I need the whole box and the widgets to be responsive so any fixedwidth solution is not acceptable

            Below is my implementation :

            ...

            ANSWER

            Answered 2022-Mar-24 at 21:00

            Whether you do it in Designer (recommended) or in code, you'll probably want to play with the stretch parameters. To make this particular form look good, a 1:2 ratio of label:control isn't bad.

            Also, you probably want the label text to be right aligned. You can do this in HTML markup or in the alignment property.

            I modified your horiz_layout function to have stretch:

            Source https://stackoverflow.com/questions/71602146

            QUESTION

            AndroidRuntime: FATAL EXCEPTION: Nullpointerexception, Inflateexception
            Asked 2022-Mar-24 at 08:02

            Please, i got many errors on my code really i need your help.

            Errors:

            ...

            ANSWER

            Answered 2022-Mar-24 at 08:02

            In the StickerView file:

            1. Remove the StickerView(Context context) constructor
            2. Put the initialization code also in the StickerView(Context context, AttributeSet attributeSet) constructor (creating a dedicated method is a good approach) and
            3. Change this(context, attributeSet, 0) to super(context, attributeSet)

            Source https://stackoverflow.com/questions/71581783

            QUESTION

            Leaflet: Get scaled bounding box by zoom level
            Asked 2021-Dec-05 at 00:46

            I am trying to make a projection on how the next bounds will look like. Here is a plunkr: https://plnkr.co/edit/sk6NRh51WZA2vpWP

            This is how I got it working, but it is not very efficient:

            ...

            ANSWER

            Answered 2021-Nov-30 at 13:39

            This was painful :D I didn't find a answer to my question, but I was able to get the code working at least:

            Source https://stackoverflow.com/questions/70115385

            QUESTION

            Spring Security injecting null @AuthenticatedPrincipal into controllers
            Asked 2021-Dec-02 at 18:12

            Java 11, Spring Security here. I have the following endpoint/method in my @RestController:

            ...

            ANSWER

            Answered 2021-Dec-02 at 18:12

            The javadoc in AuthenticationPrincipalArgumentResolver says the following:

            Will resolve the CustomUser argument using Authentication.getPrincipal() from the SecurityContextHolder. If the Authentication or Authentication.getPrincipal() is null, it will return null. If the types do not match, null will be returned unless AuthenticationPrincipal.errorOnInvalidType() is true in which case a ClassCastException will be thrown.

            So you should make sure that the Authentication.getPrincipal() type is ExpiringUsernameAuthenticationToken.

            Debug your application and see which type returns from SecurityContextHolder.getContext().getAuthentication() and from authentication.getPrincipal()

            Source https://stackoverflow.com/questions/70200356

            QUESTION

            Initializing an instance from Custom ProgressBar Class into UItableviewCell
            Asked 2021-Dec-01 at 16:36

            I'm trying to create a circular progressBar with timer function in my UItableviewCell class. I have created a custom class timer, and I am using Jonni's progressBar template (Credit to Jonni Åkesson) from - https://github.com/innoj/CountdownTimer.

            The only noticeable difference between my code and source template is that I am adding the Custom ProgressBar class UIView programmatically whereas the source template used IBOutlet to connect to the Custom ProgressBar Class.

            My goal is to ensure that the CAShapeLayers (both actual and background layers are shown as per below image - Source: https://www.youtube.com/watch?v=-KwFvGVstyc

            Below is my code and I am unable to see both front CAShapeLayer and background CAShapeLayer. I am suspecting a logical error when I initialize constant "progressBar".

            Please advise if it is possible to utilize the Custom ProgressBar Class, instead of re-writing the entire code.

            ...

            ANSWER

            Answered 2021-Dec-01 at 16:36

            Resolve the issue by loading the background and foreground progress bars in layoutSubViews function.

            Source https://stackoverflow.com/questions/69509257

            QUESTION

            Removing twists from procedurally generated pipe
            Asked 2021-Nov-26 at 17:23

            I have an issue when in try generating mesh around a spline.

            Everything is good but at random point on the spline the mesh is "twisted". Some of triangle are shifted (cf picture)

            https://i.ibb.co/WsFJjdm/Low-Poly-Spline-Bug.png

            More detailed mesh

            https://i.ibb.co/vBDD00V/Detailed-Spline-Bug.png

            And the code who create the mesh. I do not start filling the array at index 0 because i generate the cap of the "tube" before (i can share the code if needed)

            ...

            ANSWER

            Answered 2021-Nov-24 at 22:41

            The problem is that only knowing the current position and direction of the pipe isn't enough.

            To illustrate, start with two identical pipes lined up going forward, with the top marked in red and the bottom marked in cyan with paint. Bend pipe 1 upwards, then to the right, then back down, then to the right. Bend pipe 2 downwards, then to the right, then back up, then to the right. Both pipes will end up at the same point and direction, but the red and blue sides at the end are in different positions:

            (also applies to round pipes, of course)

            If you don't account for this ambiguity and always treat the "top" as red, you would have to have points in the pipe where the red paint "twists" around your pipe. The same principle is what is happening to the edges & faces of your mesh.

            To account for this, you can use the power of quaternions to calculate where the "first vertex" on the current ring corresponds to where the "first vertex" should belong on the previous ring.

            The position of this "first vertex" we will call the "index direction". We can think of this direction as the direction of our "red paint". In reality it will be the first vertex for the ring at that location in the spline. So, the same thing your perpendicularVect did!

            So, you can begin the pipe by finding any valid index direction. For the purposes of getting rid of these twists, it doesn't matter how this is found. Cross product with a constant parameter works great, just be sure to handle colinearity.

            Then, at each following step, find the minimal rotation which rotates the previous direction of the pipe to the new direction. Quaternion.FromToRotation does exactly this. Then, apply that rotation to the index direction to find the new index direction.

            Regardless of the step you are on, once you have your index direction, you can proceed as you were as if it was your perpendicularVect. Rotate it around the pipe's axis to find the other points in the ring, and connect adjacent points to each other. Then, continue to the next step.

            Altogether:

            Source https://stackoverflow.com/questions/70099693

            QUESTION

            When to use compound queries when using GeoHash?
            Asked 2021-Oct-15 at 14:29

            I need to fetch all users within x radius that match the preferences of the current user.

            So I started implementing geohash from Firebase, the documentation was great, my problem might be silly but I don't know when to use all my compound queries...(whereField) I'm specifying them in the "for query in queries" below but I have the feeling It's not the right spot. how do you use compound queries when using geohash?

            ...

            ANSWER

            Answered 2021-Oct-15 at 14:29

            If you want to add additional conditions to the query you got from GeoFire, you can do so here:

            Source https://stackoverflow.com/questions/69579770

            QUESTION

            Firebase GeoFire closure
            Asked 2021-Oct-04 at 13:14

            I'm trying Firebase GeoFire and closures always trip me up. Firebase provides this sample code snippet in their documentation

            ...

            ANSWER

            Answered 2021-Oct-04 at 13:14

            This is my solution. Function allDone() with the completion will be called only after all queries come back.

            Source https://stackoverflow.com/questions/69382954

            QUESTION

            Efficient way to search for which element on hex grid the mouse is in
            Asked 2021-Sep-30 at 16:42

            I am working on a game map, that is made up of a hex grid. Currently I am saving the center points of each element to a list when they are generated. I want to have the tile the current mouse is over, to be highlighted. I have it working by taking the mouse position, and using the distance formula, and loop through each element to find the closest element to the mouse.

            CENTER LIST is a list of centerpoints for each hex tile.

            ...

            ANSWER

            Answered 2021-Sep-30 at 16:42

            Keeping a list of central points probably isn't the best way to represent hex tiles, and using a hex coordinate system is probably the most appropriate way of solving the problem (see the comments below your post for good resources to get started).

            Should we keep to your list of center points approach, however, a good way to speed up this kind of computation is usually to use the numpy library, which was built with scientific computing in mind and comes with extremely quick built-in functions:

            Source https://stackoverflow.com/questions/69394670

            QUESTION

            Returning a named tuple from a LINQ query
            Asked 2021-Sep-17 at 12:02

            I have been trying all day and have had many attempts but not luck. I have the following Linq query that returns results.

            This query returns IEnumerable:

            ...

            ANSWER

            Answered 2021-Sep-16 at 22:47

            You just need braces around the select part:

            Source https://stackoverflow.com/questions/69215872

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

            Vulnerabilities

            No vulnerabilities reported

            Install CenterPoint

            Please refer to INSTALL to set up libraries needed for distributed training and sparse convolution.

            Support

            Any questions or suggestions are welcome!. Tianwei Yin yintianwei@utexas.edu Xingyi Zhou zhouxy@cs.utexas.edu.
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