Comments (1)
Hi @bpoebiapl ,
Thanks for reporting the problem. To make fast_gicp properly align your data, I had to downsample input data (with 0.4m voxel_grid) and limit the correspondence distance (reg.setMaxCorrespondenceDistance(1.0)
). I think this result implies that the problem stems from the instability of the optimizer.
In the current implementation, we use a naive Gauss-Newton optimizer that may suffer from a large number of input points and correspondence outliers. I want to replace it with Levenberg-Marquardt that would be more stable, but I have been occupied with my main job and there is no ETA so far.
Anyways, thanks again for reporting. The sample data was useful to reproduce and track the problem.
from fast_gicp.
Related Issues (20)
- About NeighborSearchMethod HOT 1
- got "for_each: failed to synchronize" in every position using "thrust::for_each" HOT 2
- doc request: aligned output point cloud must be different from source and target HOT 1
- Registration score gradually diverges. HOT 3
- cudaErrorIllegalAddress: an illegal memory access was encountered HOT 1
- I want getTransformationProbability() function in ndt_cuda HOT 1
- Unexpected Performance: Single-Threaded Faster than Multi-Threaded in Point Cloud Alignment HOT 2
- Why is the **weight** the square root of the number of points? HOT 4
- the calculation of **rho** in step_lm() seems wrong HOT 2
- set step size on ndt_cuda
- Optimization Problem for Fast GICP (OpenMP)
- any bug in ndt_cuda? HOT 1
- core dumped HOT 1
- How to implement the pcl version of GICP?
- can't build fast_gicp.lib HOT 2
- fast_gicp iteration HOT 1
- Fast-gicp DO HOT 1
- Fast-gicp DO NOT HOT 1
- FastVGICP doesn't support PointXYZINormal type point. HOT 2
- How to get the covariance matrix of source without registration
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from fast_gicp.