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Manifold representations for optimization on non-Euclidean spaces.
This module provides manifold representations commonly used in computer vision and robotics:
- SE(3): Special Euclidean group (rigid body transformations)
- SO(3): Special Orthogonal group (rotations)
- Sim(3): Similarity transformations
- SE(2): Rigid transformations in 2D
- SO(2): Rotations in 2D
| Lie group M,° | size | dim | X ∈ M | Constraint | T_E M | T_X M | Exp(T) | Comp. | Action |
|---|---|---|---|---|---|---|---|---|---|
| n-D vector | Rⁿ,+ | n | n | v ∈ Rⁿ | v-v | =0 | v ∈ Rⁿ | v ∈ Rⁿ | |
| Circle | S¹,. | 2 | 1 | z ∈ C | z*z = 1 | iθ ∈ iR | θ ∈ R | z = exp(iθ) | z₁z₂ |
| Rotation | SO(2),. | 4 | 1 | R | RᵀR = I | [θ]x ∈ so(2) | [θ] ∈ R² | R = exp([θ]x) | R₁R₂ |
| Rigid motion | SE(2),. | 9 | 3 | M = [R t; 0 1] | RᵀR = I | [v̂] ∈ se(2) | [v̂] ∈ R³ | Exp([v̂]) | M₁M₂ |
| 3-sphere | S³,. | 4 | 3 | q ∈ H | q*q = 1 | θ/2 ∈ Hp | θ ∈ R³ | q = exp(uθ/2) | q₁q₂ |
| Rotation | SO(3),. | 9 | 3 | R | RᵀR = I | [θ]x ∈ so(3) | [θ] ∈ R³ | R = exp([θ]x) | R₁R₂ |
| Rigid motion | SE(3),. | 16 | 6 | M = [R t; 0 1] | RᵀR = I | [v̂] ∈ se(3) | [v̂] ∈ R⁶ | Exp([v̂]) | M₁M₂ |
The design is inspired by the manif C++ library and provides:
- Analytic Jacobian computations for all operations
- Right and left perturbation models
- Composition and inverse operations
- Exponential and logarithmic maps
- Tangent space operations
§Mathematical Background
This module implements Lie group theory for robotics applications. Each manifold represents a Lie group with its associated tangent space (Lie algebra). Operations are differentiated with respect to perturbations on the local tangent space.
Modules§
- rn
- Rn - n-dimensional Euclidean Space
- se2
- SE(2) - Special Euclidean Group in 2D
- se3
- SE(3) - Special Euclidean Group in 3D
- so2
- SO(2) - Special Orthogonal Group in 2D
- so3
- SO3 - Special Orthogonal Group in 3D
Enums§
- Manifold
Error - Errors that can occur during manifold operations.
- Manifold
Type
Constants§
- SMALL_
ANGLE_ THRESHOLD - Threshold for switching between exact formulas and Taylor approximations in small-angle computations.
Traits§
- Interpolatable
- Trait for Lie groups that support interpolation.
- LieGroup
- Core trait for Lie group operations.
- Tangent
- Trait for Lie algebra operations.
Type Aliases§
- Manifold
Result - Result type for manifold operations.