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An extension of the Flexible Collision Library

Project description

HPP-FCL — An extension of the Flexible Collision Library

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FCL was forked in 2015. Since then, a large part of the code has been rewritten or removed (for the unused and untested part). The broad phase was reintroduced by J. Carpentier in 2022 based on the FCL version 0.7.0.

New features

Compared to the original FCL library, the main new features are:

  • a dedicated and efficient implementation of the GJK algorithm (we do not rely anymore on libccd)
  • the support of safety margins for collision detection
  • an accelerated version of collision detection à la Nesterov, which leads to increased performances (up to a factor of 2). More details are available in this paper
  • the computation of a lower bound of the distance between two objects when collision checking is performed, and no collision is found
  • the implementation of Python bindings for easy code prototyping
  • the support of height fields, capsule shapes, etc.
  • the fix of various bugs

This project is now used in many robotics frameworks such as Pinocchio, an open-source software that implements efficient and versatile rigid body dynamics algorithms and the Humanoid Path Planner, an open-source software for Motion and Manipulation Planning.

A high-performance library

Unlike the original FCL library, HPP-FCL implements the well-established GJK algorithm and its variants for collision detection and distance computation. These implementations lead to state-of-the-art performances, as depicted by the figures below.

On the one hand, we have benchmarked HPP-FCL against major software alternatives of the state of the art:

  1. the Bullet simulator,
  2. the original FCL library (used in the Drake framework),
  3. the libccd library (used in MuJoCo).

The results are depicted in the following figure, which notably shows that the accelerated variants of GJK largely outperform by a large margin (from 5x up to 15x times faster).

HPP-FCL vs the rest of the world

On the other hand, why do we care about dedicated collision detection solvers like GJK for the narrow phase? Why can't we simply formulate the collision detection problem as a quadratic problem and call an off-the-shelf optimization solver like ProxQP)? Here is why.

HPP-FCL vs generic QP solvers

One can observe that GJK-based approaches largely outperform solutions based on classic optimization solvers (e.g., QP solver like ProxQP), notably for large geometries composed of tens or hundreds of vertices.

Acknowledgments

The development of HPP-FCL is actively supported by the Gepetto team @LAAS-CNRS, the Willow team @INRIA and, to some extend, Eureka Robotics.

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SHA256 13f8fc630f1de75db3d75941a873b7ba49b7b8590563dd341c3231c16d1753bc
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SHA256 6c703b2d3315967a5c20a0755d6cffa3e55fcbdfc4c5987309d64c82832d2343
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SHA256 af8076586a604e8dad8e8804558065044579798a6f9903d5daee406a1c92a5dc
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SHA256 9d00f2682a5d1a4fef6d703be05ce0e1082ba23ab22ef9651c81a1616465ce87
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SHA256 ac303e6c5d03047f7c8eaea2ef765e818f5c72d8ade03499807d9d991f04ae4a
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SHA256 c264cfe4c480aac54f4de0a1cf6d6c7f19acdb2ae61c2422885cb966e409f7fc
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SHA256 5357b01ca130821576e119e8e95b3e65fd8e9da37598a18971f82c149ff2372e
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SHA256 d3af6dcd25e7c391ca46f1af12334d34c003f6afc65c899eeb65ba9b345f3079
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SHA256 92cb91a93326ded0a8a9d5ea300583a66c13b68b43b12eed1bff9b137827f77c
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SHA256 8de7c397da44af577d120044b0d3984d52bb5b181271fa6e5bd5c75225541196
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SHA256 93cbd4b78a433bebd6cc89003b6bdd79025f59cfa632881a7e0bbe05650478dc
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SHA256 096f92b7593ded985e838d3c8298be969f5e53b5bd9514a3f02d6bc516d76ac7
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SHA256 e5166295c49ad79e3b4e153879a5f65aabe8a69494615a62a134148667a36a3e
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SHA256 87887ff04faace06703114442499e222b52f285489b2a10397f32b528584703a
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SHA256 5ad58f2080348faa54945cad91b2017fab23b5b3512a032876f949a3f87f51b2
MD5 b26b9696ead5ffa60ba4ff9e5d194551
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SHA256 e666f62c53539abd16570dbed143d78a56d64e4822ac1245452e3cacbe94d93e
MD5 ec578e10eefd5b17a6bbf0cb7c294c98
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SHA256 35363818b7ad0921823c4733e04f8b4f11c1590139abbc77f6bd71ab9d2bbc5b
MD5 690dc7ffbfc7fb0628b4654e2f31ae56
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