MapClosures
• Install • ICRA24 Paper • IJRR26 Paper • Contact Us
Effectively Detecting Loop Closures using Point Cloud Density Maps.
Install the Python API and CLI
pip install map-closures
Usage
The following command will provide details about how to use our pipeline:
map_closure_pipeline --help
Providing the -v flag will initialize the visualizer:
map_closure_pipeline -v
Citation
If you use this library for any academic work, please cite our original papers.
@inproceedings{gupta2024icra,
author = {S. Gupta and T. Guadagnino and B. Mersch and I. Vizzo and C. Stachniss},
title = {{Effectively Detecting Loop Closures using Point Cloud Density Maps}},
booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
year = {2024},
codeurl = {https://github.com/PRBonn/MapClosures},
}
@article{gupta2026ijrr,
author = {Saurabh Gupta and Tiziano Guadagnino and Benedikt Mersch and Niklas Trekel and Meher V. R. Malladi and Cyrill Stachniss},
title = {{Efficiently Closing Loops in LiDAR-Based SLAM Using Point Cloud Density Maps}},
booktitle = {The International Journal of Robotics Research (IJRR)},
volume = {0},
number = {0},
year = {2026},
codeurl = {https://github.com/PRBonn/MapClosures},
}
Acknowledgement
This repository is heavily inspired by, and also depends on KISS-ICP
Contributors
Metadata
Release files for map-closures 2.2.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| map_closures-2.2.0.tar.gz | 24.0 kB | Without provenance | Details for map_closures-2.2.0.tar.gz |
Built distributions (wheels)
Total release size: 508.9 MB
Release files / map_closures-2.2.0.tar.gz
| Download URL | map_closures-2.2.0.tar.gz |
|---|---|
| Size | 24.0 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
b7b7db069422bd76d88312131a90a7e40bbcc9c6cdb5949d7de29fdcd91b7668
|
|
BLAKE2b-256 checksum How to use checksums |
303682aa9a91c7592627d9d951c87a7c3eedd28a110e85a8057027b874674c27
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Release files / map_closures-2.2.0-cp313-cp313-win_amd64.whl
| Download URL | map_closures-2.2.0-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 60.5 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
230d236e034646f36407eb0fc257b3c4719fa9f822783a889135ac9d5b21e2ee
|
|
BLAKE2b-256 checksum How to use checksums |
5b8cb75190a8a625a44cef0340b6ea40072a36bd403c92112c5eeb695a820e0d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Release files / map_closures-2.2.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | map_closures-2.2.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 57.0 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
f0bd47c7e2d1fe8c68d8a1c2ed715906afa4969f8cf4f16e778aa23cf1721e3d
|
|
BLAKE2b-256 checksum How to use checksums |
b40710bf160e2cb538d85025ad2f8fac8da343c75cdaad8622eb33416de71b3a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Release files / map_closures-2.2.0-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | map_closures-2.2.0-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 9.7 MB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
c22b3e799e81d75a40bb09fe3624ed7f4ef188c0c6f18201312804de44dff2c6
|
|
BLAKE2b-256 checksum How to use checksums |
b50731d780ebd1d99fc1023c184245cd6834b46386867ed6390f42a922222a12
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Release files / map_closures-2.2.0-cp312-cp312-win_amd64.whl
| Download URL | map_closures-2.2.0-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 60.5 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
4cb7d0d42bd8b1216b358e7b4064e4b0ca803c1719106f20b0d9b8911e5d3b86
|
|
BLAKE2b-256 checksum How to use checksums |
228c7a3253a53b4cd471f23a7b6d6ab904eee73a13bb41451ee9c91c7d7a2840
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Release files / map_closures-2.2.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | map_closures-2.2.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 57.0 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
2bc4a6dd3ab2474c9df186217759a746249f02cfac51791f137638ff547d6b37
|
|
BLAKE2b-256 checksum How to use checksums |
fc0ee07af4fa2ebe1b79907c7a187f7d0710712e9abfdbe76a348a1a087d31c4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Release files / map_closures-2.2.0-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | map_closures-2.2.0-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 9.7 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
6070626efa25596e7e51972fcfee3a9e61717f3bb4ef4e5e9b432180a2bd572d
|
|
BLAKE2b-256 checksum How to use checksums |
509de4ac8b5aa1a82e3068b0722ec470ca1cc7f29c9371a1d0431add89c003fb
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Release files / map_closures-2.2.0-cp311-cp311-win_amd64.whl
| Download URL | map_closures-2.2.0-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 60.5 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
d2f006c5618973761e2d37d134725256f672128a615a82dd0cfaae40d7c60e79
|
|
BLAKE2b-256 checksum How to use checksums |
00e326e7d36809bc67f69ebb0a13d49637a4d38c4653a86a865d57921c57f5ae
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Release files / map_closures-2.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | map_closures-2.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 57.0 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
68eb6179e4bee4316be5f01ea38d8b68c0302ae13c4e8bd8203a71436696f4d1
|
|
BLAKE2b-256 checksum How to use checksums |
31b3a9bba04c8d1abffd50fc870a72a42f60b317f2e992c2bca3d47877a6f3f5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Release files / map_closures-2.2.0-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | map_closures-2.2.0-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 9.7 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
ed001ac039b72f373f39be18c453e3a9896827f469214dc247d72f55a3a5095f
|
|
BLAKE2b-256 checksum How to use checksums |
16333797539d24569bbe74ae108fa58c4c7775cd853aa5e605be4df06d87175a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Release files / map_closures-2.2.0-cp310-cp310-win_amd64.whl
| Download URL | map_closures-2.2.0-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 60.5 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
4bd85172b8ef2e64b5a50cf1a5f049fd8754bd69e5495da0eb8cfa5cfe420c81
|
|
BLAKE2b-256 checksum How to use checksums |
c019c21b86b9203d26f4ddd69fb0ef6ae203943de7f5c16b81f7181fa420f984
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Release files / map_closures-2.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | map_closures-2.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 57.0 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
fa6579a86efad5c741ebbf91982d302462927e23456c330dfeb98097b6450c98
|
|
BLAKE2b-256 checksum How to use checksums |
7a1c5cc9784afea12dc88ce37781260f1a88e6ba92a352bceb18ec0fc8c643e0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Release files / map_closures-2.2.0-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | map_closures-2.2.0-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 9.7 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
d39fc43309c81948400c61919b9fd64761560eeb67ce8b910ed4af6f648ec41c
|
|
BLAKE2b-256 checksum How to use checksums |
b5641183c11aced8c096a824e7845d3e37477b2ab7d86f3e6bba697a8e58c45c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Security for map-closures 2.2.0
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
No provenance found
None of the files in this release were uploaded with provenance metadata.
A note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.