Crate scirs2_ndimage 

SciRS2 NDImage - N-Dimensional Image Processing

scirs2-ndimage provides comprehensive N-dimensional image processing modeled after SciPy’s ndimage module, offering filtering, morphology, interpolation, measurements, segmentation, and feature detection with GPU acceleration and chunked processing for large images.

🎯 Key Features

• SciPy Compatibility: Drop-in replacement for scipy.ndimage functions
• Comprehensive Filters: Gaussian, median, Sobel, bilateral, anisotropic diffusion
• Morphological Operations: Erosion, dilation, opening, closing, skeletonization
• Image Measurements: Center of mass, moments, label statistics
• Segmentation: Watershed, region growing, active contours
• Feature Detection: Edge detection (Canny, Sobel), corner detection (Harris)
• GPU Acceleration: CUDA/ROCm for large-scale image processing
• Memory Efficient: Chunked processing for images larger than RAM

📦 Module Overview

SciRS2 Module	SciPy Equivalent	Description
filters	scipy.ndimage.filters	Convolution, Gaussian, median filters
morphology	scipy.ndimage.morphology	Erosion, dilation, binary operations
interpolation	scipy.ndimage.interpolation	Rotation, zoom, shift, affine transforms
measurements	scipy.ndimage.measurements	Label, center of mass, histograms
segmentation	-	Watershed, region growing, active contours
features	-	Edge detection, corner detection, keypoints

🚀 Quick Start

[dependencies]
scirs2-ndimage = "0.4.3"

use scirs2_ndimage::filters;
use scirs2_core::ndarray::Array2;

// Gaussian filter
let image = Array2::<f64>::zeros((256, 256));
let filtered = filters::gaussian_filter(&image, 2.0, None, None).unwrap();

🔒 Version: 0.4.3 (March 27, 2026)

Re-exports

pub use self::features::canny;

pub use self::features::edge_detector;

pub use self::features::edge_detector_simple;

pub use self::features::fast_corners;

pub use self::features::gradient_edges;

pub use self::features::harris_corners;

pub use self::features::laplacian_edges;

pub use self::features::sobel_edges;

pub use self::features::BatchNormParams;

pub use self::features::EdgeDetectionAlgorithm;

pub use self::features::EdgeDetectionConfig;

pub use self::features::FeatureDetectorWeights;

pub use self::features::GradientMethod;

pub use self::features::LearnedEdgeDetector;

pub use self::features::LearnedKeypointDescriptor;

pub use self::features::MLDetectorConfig;

pub use self::features::ObjectProposal;

pub use self::features::ObjectProposalGenerator;

pub use self::features::SemanticFeatureExtractor;

pub use self::filters::adaptive_bilateral_filter;

pub use self::filters::adaptive_wiener_filter;

pub use self::filters::anisotropic_diffusion;

pub use self::filters::bilateral_filter;

pub use self::filters::bilateral_gradient_filter;

pub use self::filters::coherence_enhancing_diffusion;

pub use self::filters::convolve;

pub use self::filters::dwt_1d;

pub use self::filters::dwt_2d;

pub use self::filters::filter_functions;

pub use self::filters::gabor_filter;

pub use self::filters::gabor_filter_bank;

pub use self::filters::gaussian_filter;

pub use self::filters::gaussian_filter_chunked;

pub use self::filters::gaussian_filter_f32;

pub use self::filters::gaussian_filter_f64;

pub use self::filters::generic_filter;

pub use self::filters::idwt_1d;

pub use self::filters::idwt_2d;

pub use self::filters::laplace;

pub use self::filters::log_gabor_filter;

pub use self::filters::maximum_filter;

pub use self::filters::median_filter;

pub use self::filters::median_filter_chunked;

pub use self::filters::minimum_filter;

pub use self::filters::multi_scale_bilateral_filter;

pub use self::filters::non_local_means;

pub use self::filters::percentile_filter;

pub use self::filters::rank_filter;

pub use self::filters::shock_filter;

pub use self::filters::sobel;

pub use self::filters::steerable_filter;

pub use self::filters::uniform_filter;

pub use self::filters::uniform_filter_chunked;

pub use self::filters::wavelet_decompose;

pub use self::filters::wavelet_denoise;

pub use self::filters::wavelet_reconstruct;

pub use self::filters::BorderMode;

pub use self::filters::GaborParams;

pub use self::filters::MultiScaleBilateralConfig;

pub use self::filters::WaveletFamily;

pub use self::filters::WaveletFilter;

pub use self::filters::bilateral_filter_simd_f32;

pub use self::filters::bilateral_filter_simd_f64;

pub use self::segmentation::active_contour;

pub use self::segmentation::adaptive_threshold;

pub use self::segmentation::chan_vese;

pub use self::segmentation::chan_vese_multiphase;

pub use self::segmentation::checkerboard_level_set;

pub use self::segmentation::create_circle_contour;

pub use self::segmentation::create_ellipse_contour;

pub use self::segmentation::draw_contours;

pub use self::segmentation::find_contours;

pub use self::segmentation::graph_cuts;

pub use self::segmentation::marker_watershed;

pub use self::segmentation::mask_to_contour;

pub use self::segmentation::mask_to_level_set;

pub use self::segmentation::otsu_threshold;

pub use self::segmentation::point_in_contour;

pub use self::segmentation::smooth_contour;

pub use self::segmentation::threshold_binary;

pub use self::segmentation::watershed;

pub use self::segmentation::watershed_from_distance;

pub use self::segmentation::watershed_with_config;

pub use self::segmentation::ActiveContourParams;

pub use self::segmentation::AdaptiveMethod;

pub use self::segmentation::ApproximationMethod;

pub use self::segmentation::ChanVeseParams;

pub use self::segmentation::Contour;

pub use self::segmentation::ContourHierarchy;

pub use self::segmentation::ContourMoments;

pub use self::segmentation::GraphCutsParams;

pub use self::segmentation::InteractiveGraphCuts;

pub use self::segmentation::RetrievalMode;

pub use self::segmentation::WatershedConfig;

pub use self::segmentation::WatershedConnectivity;

pub use self::interpolation::affine_transform;

pub use self::interpolation::bspline;

pub use self::interpolation::geometric_transform;

pub use self::interpolation::map_coordinates;

pub use self::interpolation::rotate;

pub use self::interpolation::shift;

pub use self::interpolation::spline_filter;

pub use self::interpolation::spline_filter1d;

pub use self::interpolation::value_at_coordinates;

pub use self::interpolation::zoom;

pub use self::interpolation::BoundaryMode;

pub use self::interpolation::InterpolationOrder;

pub use self::measurements::center_of_mass;

pub use self::measurements::central_moments;

pub use self::measurements::count_labels;

pub use self::measurements::extrema;

pub use self::measurements::find_objects;

pub use self::measurements::histogram;

pub use self::measurements::local_extrema;

pub use self::measurements::mean_labels;

pub use self::measurements::moments;

pub use self::measurements::moments_inertia_tensor;

pub use self::measurements::normalized_moments;

pub use self::measurements::peak_prominences;

pub use self::measurements::peak_widths;

pub use self::measurements::region_properties;

pub use self::measurements::regionprops_2d;

pub use self::measurements::sum_labels;

pub use self::measurements::variance_labels;

pub use self::measurements::PeakWidthsResult;

pub use self::measurements::RegionProperties;

pub use self::measurements::RegionProperties2D;

pub use self::morphology::area_opening_2d;

pub use self::morphology::binary_closing;

pub use self::morphology::binary_dilation;

pub use self::morphology::binary_dilation_2d_optimized;

pub use self::morphology::binary_erosion;

pub use self::morphology::binary_erosion_2d_optimized;

pub use self::morphology::binary_fill_holes;

pub use self::morphology::binary_hit_or_miss;

pub use self::morphology::binary_opening;

pub use self::morphology::black_tophat;

pub use self::morphology::black_tophat_2d_fast;

pub use self::morphology::box_structure;

pub use self::morphology::chessboard_distance_transform;

pub use self::morphology::cityblock_distance_transform;

pub use self::morphology::count_labels_2d;

pub use self::morphology::disk_structure;

pub use self::morphology::distance_transform_bf;

pub use self::morphology::distance_transform_cdt;

pub use self::morphology::distance_transform_chessboard_2d;

pub use self::morphology::distance_transform_cityblock_2d;

pub use self::morphology::distance_transform_edt;

pub use self::morphology::distance_transform_edt_2d;

pub use self::morphology::distance_transform_edt_full;

pub use self::morphology::euclidean_distance_transform;

pub use self::morphology::euclidean_distance_transform_separable;

pub use self::morphology::fill_holes_2d;

pub use self::morphology::find_boundaries;

pub use self::morphology::find_objects_2d;

pub use self::morphology::generate_binary_structure;

pub use self::morphology::geodesic_dilation_2d;

pub use self::morphology::geodesic_erosion_2d;

pub use self::morphology::granulometry_2d;

pub use self::morphology::grey_closing;

pub use self::morphology::grey_dilation;

pub use self::morphology::grey_dilation_2d_optimized;

pub use self::morphology::grey_erosion;

pub use self::morphology::grey_erosion_2d_optimized;

pub use self::morphology::grey_opening;

pub use self::morphology::iterate_structure;

pub use self::morphology::label;

pub use self::morphology::label_2d;

pub use self::morphology::morphological_gradient;

pub use self::morphology::morphological_gradient_2d_fast;

pub use self::morphology::morphological_laplace;

pub use self::morphology::morphological_reconstruction_2d;

pub use self::morphology::morphological_reconstruction_by_dilation;

pub use self::morphology::morphological_reconstruction_by_erosion;

pub use self::morphology::multi_scale_morphology_2d;

pub use self::morphology::remove_small_holes;

pub use self::morphology::remove_small_objects;

pub use self::morphology::white_tophat;

pub use self::morphology::white_tophat_2d_fast;

pub use self::morphology::BoundingBox2D;

pub use self::morphology::Connectivity;

pub use self::morphology::DistanceMetric;

pub use self::morphology::MorphBorderMode;

pub use self::morphology::MorphOperation;

pub use self::morphology::MultiScaleMorphConfig;

pub use self::morphology::StructureType;

pub use self::memory_management::check_memory_limit;

pub use self::memory_management::create_output_array;

pub use self::memory_management::estimate_memory_usage;

pub use self::memory_management::BufferPool;

pub use self::memory_management::InPlaceOp;

pub use self::memory_management::MemoryConfig;

pub use self::memory_management::MemoryEfficientOp;

pub use self::memory_management::MemoryStrategy;

pub use self::chunked::process_chunked;

pub use self::chunked::ChunkConfig;

pub use self::chunked::ChunkProcessor;

pub use self::chunked::GaussianChunkProcessor;

pub use self::backend::auto_backend;

pub use self::backend::Backend;

pub use self::backend::BackendBuilder;

pub use self::backend::BackendConfig;

pub use self::backend::BackendExecutor;

pub use self::backend::BackendOp;

pub use self::threading::configure_parallel_ops;

pub use self::threading::get_thread_pool_config;

pub use self::threading::init_thread_pool;

pub use self::threading::update_thread_pool_config;

pub use self::threading::AdaptiveThreadPool;

pub use self::threading::ThreadPoolConfig;

pub use self::threading::ThreadPoolContext;

pub use self::threading::WorkStealingQueue;

pub use self::threading::WorkerInfo;

pub use self::streaming::stream_process_file;

pub use self::streaming::StreamConfig;

pub use self::streaming::StreamProcessor;

pub use self::streaming::StreamableOp;

pub use self::streaming::StreamingGaussianFilter;

pub use self::domain_specific::medical::detect_lung_nodules;

pub use self::domain_specific::medical::enhance_bone_structure;

pub use self::domain_specific::medical::frangi_vesselness;

pub use self::domain_specific::medical::Nodule;

pub use self::domain_specific::medical::VesselEnhancementParams;

pub use self::domain_specific::microscopy::colocalization_analysis;

pub use self::domain_specific::microscopy::detect_nuclei;

pub use self::domain_specific::microscopy::segment_cells;

pub use self::domain_specific::microscopy::CellInfo;

pub use self::domain_specific::microscopy::CellSegmentationParams;

pub use self::domain_specific::microscopy::ColocalizationMetrics;

pub use self::domain_specific::microscopy::ThresholdMethod;

pub use self::domain_specific::satellite::compute_ndvi;

pub use self::domain_specific::satellite::detect_clouds;

pub use self::domain_specific::satellite::detect_water_bodies;

pub use self::domain_specific::satellite::pan_sharpen;

pub use self::domain_specific::satellite::PanSharpenMethod;

pub use self::analysis::batch_quality_assessment;

pub use self::analysis::compute_local_variance;

pub use self::analysis::contrast_to_noise_ratio;

pub use self::analysis::estimate_fractal_dimension;

pub use self::analysis::image_entropy;

pub use self::analysis::image_quality_assessment;

pub use self::analysis::image_sharpness;

pub use self::analysis::local_feature_analysis;

pub use self::analysis::mean_absolute_error;

pub use self::analysis::mean_squared_error;

pub use self::analysis::multi_scale_analysis;

pub use self::analysis::peak_signal_to_noise_ratio;

pub use self::analysis::signal_to_noise_ratio;

pub use self::analysis::structural_similarity_index;

pub use self::analysis::texture_analysis;

pub use self::analysis::ImageQualityMetrics;

pub use self::analysis::MultiScaleConfig;

pub use self::analysis::TextureMetrics;

pub use self::analysis::compute_moments_simd_f32;

pub use self::analysis::image_quality_assessment_simd_f32;

pub use self::analysis::image_entropy_parallel;

pub use self::visualization::create_colormap;

pub use self::visualization::createimage_montage;

pub use self::visualization::generate_report;

pub use self::visualization::plot_contour;

pub use self::visualization::plot_heatmap;

pub use self::visualization::plot_histogram;

pub use self::visualization::plot_profile;

pub use self::visualization::plot_statistical_comparison;

pub use self::visualization::plot_surface;

pub use self::visualization::visualize_gradient;

pub use self::visualization::ColorMap;

pub use self::visualization::PlotConfig;

pub use self::visualization::ReportConfig;

pub use self::visualization::ReportFormat;

pub use self::scipy_performance_comparison::calculate_accuracy_metrics;

pub use self::scipy_performance_comparison::validate_api_compatibility;

pub use self::scipy_performance_comparison::AccuracyResult;

pub use self::scipy_performance_comparison::BenchmarkConfig;

pub use self::scipy_performance_comparison::CompatibilityResult;

pub use self::scipy_performance_comparison::PerformanceResult;

pub use self::scipy_performance_comparison::SciPyBenchmarkSuite;

pub use self::api_compatibility_verification::ApiCompatibilityResult;

pub use self::api_compatibility_verification::ApiCompatibilityTester;

pub use self::api_compatibility_verification::CompatibilityConfig;

pub use self::api_compatibility_verification::ParameterTest;

pub use self::comprehensive_scipy_validation::SciPyValidationSuite;

pub use self::comprehensive_scipy_validation::ValidationConfig as SciPyValidationConfig;

pub use self::comprehensive_scipy_validation::ValidationResult;

pub use self::comprehensive_examples::validate_all_examples;

pub use self::comprehensive_examples::ExampleTutorial;

pub use self::comprehensive_examples::TutorialStep;

pub use self::quantum_inspired::quantum_amplitude_amplification;

pub use self::quantum_inspired::quantum_annealing_segmentation;

pub use self::quantum_inspired::quantum_entanglement_correlation;

pub use self::quantum_inspired::quantum_error_correction;

pub use self::quantum_inspired::quantum_fourier_enhancement;

pub use self::quantum_inspired::quantum_machine_learning_classifier;

pub use self::quantum_inspired::quantum_superposition_filter;

pub use self::quantum_inspired::quantum_tensor_network_processing;

pub use self::quantum_inspired::quantum_variational_enhancement;

pub use self::quantum_inspired::quantum_walk_edge_detection;

pub use self::quantum_inspired::QuantumConfig;

pub use self::quantum_inspired::QuantumState;

pub use self::neuromorphic_computing::event_driven_processing;

pub use self::neuromorphic_computing::homeostatic_adaptive_filter;

pub use self::neuromorphic_computing::liquidstate_machine;

pub use self::neuromorphic_computing::spiking_neural_network_filter;

pub use self::neuromorphic_computing::stdp_unsupervised_learning;

pub use self::neuromorphic_computing::temporal_coding_feature_extraction;

pub use self::neuromorphic_computing::Event;

pub use self::neuromorphic_computing::NeuromorphicConfig;

pub use self::neuromorphic_computing::PlasticSynapse;

pub use self::neuromorphic_computing::SpikingNeuron;

pub use self::advanced_fusion_algorithms::enhanced_meta_learning_with_temporal_fusion;

pub use self::advanced_fusion_algorithms::enhanced_quantum_consciousness_evolution;

pub use self::advanced_fusion_algorithms::fusion_processing;

pub use self::advanced_fusion_algorithms::quantum_aware_resource_scheduling_optimization;

pub use self::advanced_fusion_algorithms::AdaptiveMemoryConsolidation;

pub use self::advanced_fusion_algorithms::AdvancedConfig;

pub use self::advanced_fusion_algorithms::AdvancedState;

pub use self::advanced_fusion_algorithms::CoherenceStrategy;

pub use self::advanced_fusion_algorithms::ConsciousnessComplexity;

pub use self::advanced_fusion_algorithms::ConsciousnessState;

pub use self::advanced_fusion_algorithms::EnhancedMetaLearningSystem;

pub use self::advanced_fusion_algorithms::HierarchicalLearner;

pub use self::advanced_fusion_algorithms::MetaLearningTracker;

pub use self::advanced_fusion_algorithms::QuantumAwareResourceScheduler;

pub use self::advanced_fusion_algorithms::QuantumCoherenceOptimizer;

pub use self::advanced_fusion_algorithms::QuantumConsciousnessEvolution;

pub use self::advanced_fusion_algorithms::ResourceSchedulingDecision;

pub use self::advanced_fusion_algorithms::StrategyEvolution;

pub use self::advanced_fusion_algorithms::TemporalMemoryFusion;

pub use self::advanced_fusion_algorithms::WorkloadCharacteristics;

pub use self::comprehensive_validation::validated_advanced_processing;

pub use self::comprehensive_validation::ComprehensiveSummary;

pub use self::comprehensive_validation::ComprehensiveValidator;

pub use self::comprehensive_validation::PerformanceBenchmark;

pub use self::comprehensive_validation::PerformanceSummary;

pub use self::comprehensive_validation::ValidationConfig;

pub use self::comprehensive_validation::ValidationError;

pub use self::comprehensive_validation::ValidationReport;

pub use self::utils::safe_f64_to_float;

pub use self::utils::safe_float_to_f64;

pub use self::utils::safe_usize_to_float;

pub use self::watershed::auto_markers;

pub use self::watershed::compact_watershed;

pub use self::watershed::extract_dams;

pub use self::watershed::h_minima_transform;

pub use self::watershed::merge_small_regions;

pub use self::watershed::CompactWatershedConfig;

pub use self::watershed::DamResult;

pub use self::watershed::OversegmentationConfig;

pub use self::watershed::WatershedNeighborhood;

pub use self::regionprops::Connectivity as RegionConnectivity;

pub use self::regionprops::filter_regions;

pub use self::regionprops::label_components;

pub use self::regionprops::region_properties as region_props_advanced;

pub use self::regionprops::RegionFilter;

pub use self::regionprops::RegionProps;

pub use self::active_contours::contour_area;

pub use self::active_contours::contour_energy;

pub use self::active_contours::contour_perimeter;

pub use self::active_contours::create_circular_contour;

pub use self::active_contours::create_elliptical_contour;

pub use self::active_contours::create_rectangular_contour;

pub use self::active_contours::evolve_snake;

pub use self::active_contours::resample_contour;

pub use self::active_contours::SnakeParams;

pub use self::active_contours::SnakeResult;

pub use self::distance_transforms::chessboard_dt;

pub use self::distance_transforms::cityblock_dt;

pub use self::distance_transforms::euclidean_dt;

pub use self::distance_transforms::geodesic_dt;

pub use self::distance_transforms::nearest_background;

pub use self::distance_transforms::signed_distance_function;

pub use self::error::*;

Modules

active_contours

Advanced active contour (snake) models for image segmentation

adaptive_image_optimizer

Adaptive Advanced Optimizer - Dynamic Performance Tuning

advanced_fusion_algorithms

Advanced Fusion Core - Ultimate Image Processing Engine

advanced_streaming_ai

Advanced AI-Driven Streaming with Predictive Chunking

ai_driven_adaptive_processing

AI-Driven Adaptive Processing - Next-Generation Intelligent Image Processing

analysis

Advanced image analysis and quality assessment functions

api_compatibility_verification

API Compatibility Verification with SciPy ndimage

array4d

4D spatiotemporal array support for scirs2-ndimage.

backend

Backend delegation system for GPU acceleration

biological_vision_inspired

Biological Vision System Inspired Algorithms

chunked

Chunked processing for memory-efficient operations on large arrays

chunked_morphology

Memory-efficient morphological operations with chunked processing

chunked_processing

Enhanced chunked image processing for large images

chunked_v2

Enhanced chunked processing using scirs2-core’s memory-efficient features

co_occurrence

Co-occurrence Matrix Features and Run-Length Matrix

comprehensive_examples

Comprehensive Examples and Documentation for scirs2-ndimage

comprehensive_scipy_benchmarks

Comprehensive benchmarking suite comparing scirs2-ndimage with SciPy ndimage

comprehensive_scipy_validation

Comprehensive Numerical Validation Against SciPy ndimage

comprehensive_validation

Enhanced Validation Framework for Advanced Mode

convolution3d

3D Convolution and Volumetric Filtering

crf

Conditional Random Field (CRF) post-processing module

deep_features

CNN-inspired deep image feature extraction (no neural network training required).

distance_transforms

Distance transform algorithms for 2D binary images

documentation

Documentation Generation System

domain_specific

Domain-specific imaging functions

error

Error types for the ndimage module

feature_detection

Advanced Image Feature Detection

features

Feature detection module

filters

Filtering functions for n-dimensional arrays

filters3d

3D Image Filters

freq_filter

Frequency Domain Filtering Module

frequency_domain

Frequency Domain Image Processing

gpu_chunked

GPU-accelerated chunked image processing

gpu_operations

GPU-accelerated implementations for intensive ndimage operations

hyperdimensional_computing

Hyperdimensional Computing for Advanced-Efficient Pattern Recognition

interpolation

Interpolation functions for n-dimensional arrays

level_set

Geodesic active contours and Chan-Vese level-set segmentation.

measurements

Measurement functions for n-dimensional arrays

memory_management

Memory management utilities for ndimage operations

meta_learning_algorithms

Advanced Enhanced Meta-Learning and Transfer Learning System

mmap_io

Memory-mapped I/O operations for large images

moment_invariants

Image moments and invariant descriptors.

morphology

Morphological operations on n-dimensional arrays

morphology3d

3D Morphological Operations

morphology_advanced

Advanced mathematical morphology transforms

morphology_ext

Extended mathematical morphology operations.

neuromorphic_computing

Neuromorphic Computing for Image Processing

optical_flow

Optical flow algorithms for dense motion estimation

out_of_core

Out-of-core image processing pipeline

performance_profiler

Advanced performance profiling and optimization tools for ndimage operations

profiling

Performance profiling and optimization tools

python_interop

Python Interoperability Support

quality

Image quality assessment metrics.

quantum_ai_consciousness

Quantum-AI Consciousness Processor - Beyond Human-Level Image Understanding

quantum_enhanced_gpu

Quantum-Enhanced GPU Acceleration Framework

quantum_inspired

Quantum-Inspired Image Processing Algorithms

quantum_neuromorphic_fusion

Quantum-Neuromorphic Fusion for Image Processing

radiomics

Radiomics feature extraction module

regionprops

Region properties analysis for labeled images

registration

Image Registration Module

scipy_compat

SciPy ndimage compatibility layer

scipy_compat_layer

SciPy ndimage compatibility layer

scipy_migration_layer

SciPy ndimage API compatibility layer for seamless migration

scipy_performance_comparison

Comprehensive Performance Comparison with SciPy ndimage

segmentation

Image segmentation module

segmentation_advanced

Advanced segmentation algorithms for scirs2-ndimage

segmentation_ext

Extended image segmentation algorithms.

shape_analysis

Shape analysis: convex hull, contour extraction, shape descriptors, ellipse fitting, and minimum bounding rectangle.

skeletonize

Morphological skeletonization and binary shape analysis

slice_processing

Multi-Planar Reconstruction and Volume Rendering

streaming

Streaming operations for processing large datasets

template_matching

Template Matching and Sliding Window Detection

texture_segmentation

Texture-Based Image Segmentation

threading

Thread pool integration for shared worker management

topology

Topological analysis of binary images.

utils

Common utility functions for ndimage processing

visualization

Visualization and Reporting Utilities for Image Processing Results

volume_analysis

3D Volumetric Image Analysis

volumetric_ops

Volumetric Image Operations

watershed

Advanced watershed segmentation algorithms

watershed3d

3D watershed segmentation with topological constraints.

zero_copy

Zero-copy transformations for memory-efficient image processing

Macros

profile_op

Profile an operation