scirs2-ndimage 0.4.2

N-dimensional image processing module for SciRS2 (scirs2-ndimage)
Documentation 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176

//! Filtering functions for n-dimensional arrays
//!
//! This module provides functions for filtering n-dimensional arrays,
//! including Gaussian filters, median filters, uniform filters, and various convolution operations.

use std::fmt::Debug;

// Bilateral module exports
pub use bilateral::{
    adaptive_bilateral_filter, bilateral_filter, multi_scale_bilateral_filter,
    MultiScaleBilateralConfig,
};
#[cfg(feature = "simd")]
pub use bilateral::{bilateral_filter_simd_f32, bilateral_filter_simd_f64};

// SIMD specialized exports
#[cfg(feature = "simd")]
pub use simd_specialized::{
    simd_anisotropic_diffusion, simd_bilateral_filter, simd_non_local_means,
};

// Advanced SIMD optimized exports
#[cfg(feature = "simd")]
pub use advanced_simd_optimized::{
    advanced_simd_gaussian_pyramid, advanced_simd_morphological_erosion_2d,
    advanced_simd_template_matching,
};

// Advanced SIMD enhanced exports
#[cfg(feature = "simd")]
pub use advanced_simd_enhanced::{
    advanced_simd_convolution_2d, advanced_simd_median_filter,
    advanced_simd_separable_convolution_2d,
};

// Advanced SIMD extensions exports
#[cfg(feature = "simd")]
pub use advanced_simd_extensions::{
    advanced_simd_advanced_edge_detection, advanced_simd_multi_scale_lbp,
    advanced_simd_wavelet_pyramid, WaveletPyramid, WaveletType,
};

// Enhanced SIMD optimizations exports
#[cfg(feature = "simd")]
pub use simd_enhanced_optimizations::{
    simd_gradient_magnitude, simd_histogram, simd_local_binary_pattern,
    simd_morphological_operation, simdimage_moments, GradientOperator, MorphologicalOperation,
};

pub mod advanced;
#[cfg(feature = "simd")]
mod advanced_simd_enhanced;
#[cfg(feature = "simd")]
mod advanced_simd_extensions;
#[cfg(feature = "simd")]
mod advanced_simd_optimized;
mod bilateral;
mod boundary_handler;
mod boundary_optimized;
mod convolve;
mod edge;
mod edge_optimized;
mod extrema;
mod fourier;
mod gaussian;
mod generic;
mod median;
mod memory_efficient;
mod memory_efficient_v2;
mod rank;
#[cfg(feature = "simd")]
mod simd_enhanced_optimizations;
#[cfg(feature = "simd")]
mod simd_specialized;
mod tests;
mod uniform;
mod utils;
mod vectorized;
pub mod wavelets;

// Convolve module exports
pub use convolve::{
    convolve,
    convolve_fast,
    // Re-export the uniform_filter from convolve with a different name
    uniform_filter as convolve_uniform_filter,
};

// Edge module exports
pub use edge::{gradient_magnitude, laplace, prewitt, roberts, scharr, sobel};

// Optimized edge detection exports
pub use edge_optimized::{gradient_magnitude_optimized, laplace_2d_optimized, sobel_2d_optimized};

// Extrema module exports (new implementation)
pub use extrema::{maximum_filter, minimum_filter};

// Fourier module exports
pub use fourier::{fourier_ellipsoid, fourier_gaussian, fourier_shift, fourier_uniform};

// Gaussian module exports
pub use gaussian::{gaussian_filter, gaussian_filter_f32, gaussian_filter_f64};

// Generic module exports
pub use generic::{filter_functions, generic_filter};

// Median module exports
pub use median::*;

// Rank module exports
// Add minimum_filter and maximum_filter from rank module with different names
// to avoid conflicts with extrema module
pub use rank::{
    maximum_filter as rank_maximum_filter, minimum_filter as rank_minimum_filter,
    percentile_filter, percentile_filter_footprint, rank_filter, rank_filter_footprint,
};

// Uniform module exports
pub use uniform::{uniform_filter, uniform_filter_separable};

// Utils module exports
pub use utils::*;

// Boundary handler exports
pub use boundary_handler::{
    apply_filter_with_boundary, convolve_optimized, BoundaryHandler, VirtualBoundaryHandler,
};

// Memory-efficient filter exports
pub use memory_efficient::{
    gaussian_filter_chunked, median_filter_chunked, uniform_filter_chunked,
};

// Optimized boundary handling exports
pub use boundary_optimized::{
    apply_filter2d_optimized, convolve1d_optimized, convolve2d_optimized, Boundary1D, Boundary2D,
    OptimizedBoundaryOps,
};

// Vectorized batch processing exports
pub use vectorized::{
    apply_filter_batch, convolve_batch, gaussian_filter_batch, median_filter_batch, sobel_batch,
    BatchConfig,
};

// Advanced filters exports
pub use advanced::{
    adaptive_wiener_filter, anisotropic_diffusion, bilateral_gradient_filter,
    coherence_enhancing_diffusion, gabor_filter, gabor_filter_bank, log_gabor_filter,
    non_local_means, shock_filter, steerable_filter, GaborParams,
};

// Wavelets module exports
pub use wavelets::{
    dwt_1d, dwt_2d, idwt_1d, idwt_2d, wavelet_decompose, wavelet_denoise, wavelet_reconstruct,
    WaveletFamily, WaveletFilter,
};

/// Border handling modes for filters
#[derive(Debug, Clone, Copy, PartialEq, Eq)]
pub enum BorderMode {
    /// Pad with zeros
    Constant,

    /// Reflect values across the edges
    Reflect,

    /// Mirror and reflect values across the edges
    Mirror,

    /// Wrap around to the opposite edge (periodic)
    Wrap,

    /// Repeat edge values
    Nearest,
}