ROIs
In image processing, two of the most often needed yet complex operations are segmentation and registration. Regions of interest (ROIs) are an effective way of expressing and visualizing the results of a segmentation. For the current implementation of ROIs in ImageJ, see the imglib2-roi repository.
Contents
Introduction
The base interface for all ROIs is MaskPredicate. MaskPredicate extends Java's Predicate whose test(...)
method is used to determine if a given point is inside or outside a ROI.
ROIs are further separated into discrete and continuous space ROIs, which can be bounded or unbounded. Mask is the base interface for all discrete space ROIs, and MaskInterval is the base interface for all bounded discrete space ROIs. Similarly, RealMask is the base interface for all continuous space ROIs, and RealMaskRealInterval is the base interface for all bounded continuous space ROIs.
Concrete implementations of geometric ROIs (i.e. ellipsoids, polylines, etc.) can be retrieve from GeomMasks. The below example creates a 3D sphere centered at (12.5, 6, 93.25) with a radius of 0.5.
final double[] center = new double[] { 12.5, 6, 93.25 }; final double radius = 0.5; final Sphere sphere = GeomMasks.closedWritableSphere( center, radius );
Naming
All n-dimensional geometric ROIs should be named with the name of their 3D counterpart. For example, an n-dimensional hyper-ellipsoid would just be named 'ellipsoid'. If a ROI implementation is not n-dimensional, its dimensionality should be stated in the name. For example, Polygon2D which is a 2D polygon.
Additionally, ROIs prefixed with "Writable" are mutable. ROIs without this prefix are assumed to be immutable.
BoundaryType
The boundary behavior of a ROI is given by its BoundaryType enum which has three values.
- CLOSED - all points on the boundary are considered inside
- OPEN - all points on the boundary are considered outside
- UNSPECIFIED - some points on the boundary may be inside while others are outside
KnownConstant
The KnownConstant enum is used for determining if a ROI returns false
for all locations, or true
for all locations. This is useful for determining if the result of an operation between ROIs results in "empty" space or "all" space.
- ALL_FALSE - ROI is known to return
false
for all locations - ALL_TRUE - ROI is known to return
true
for all locations - UNKNOWN - it is undetermined what the ROI returns for all locations, most ROIs have this
Combining ROIs
ROIs can be combined via a number of operations, namely: and
, or
, negate
, minus
, and xor
. RealMasks also have a transform
operation. Combined ROIs are CompositeMaskPredicates, which preserves the provenance of the composite ROI. For each CompositeMaskPredicate it is possible to retrieve the operator and operands. This results in a "tree" of ROIs.
The below example creates a composite ROI:
final Sphere s1 = new ClosedWritableSphere( new double[] { 0, 0, 0 }, 3.5 ); final Sphere s2 = new ClosedWritableSphere( new double[] { 1, 2, 0 }, 1.5 ); final Sphere s3 = new ClosedWritableSphere( new double[] { 2, 2, 0 }, 1.5 ); final RealMaskRealInterval composite = s1.and( s2.minus( s3 ) ).and( s3 ).or( s1.minus( s3.negate() ) );
The resulting composite ROI has the resulting "tree":
leaf (net.imglib2.roi.geom.real.ClosedWritableSphere@a4) OR (net.imglib2.roi.composite.DefaultBinaryCompositeRealMaskRealInterval@5a050f05) +--AND (net.imglib2.roi.composite.DefaultBinaryCompositeRealMaskRealInterval@d5189b46) | +--AND (net.imglib2.roi.composite.DefaultBinaryCompositeRealMaskRealInterval@f1bb9aa6) | | +--leaf (net.imglib2.roi.geom.real.ClosedWritableSphere@a4) | | +--MINUS (net.imglib2.roi.composite.DefaultBinaryCompositeRealMaskRealInterval@516e3be) | | +--leaf (net.imglib2.roi.geom.real.ClosedWritableSphere@7d) | | +--leaf (net.imglib2.roi.geom.real.ClosedWritableSphere@8a) | +--leaf (net.imglib2.roi.geom.real.ClosedWritableSphere@8a) +--MINUS (net.imglib2.roi.composite.DefaultBinaryCompositeRealMaskRealInterval@fcc5e4e3) +--leaf (net.imglib2.roi.geom.real.ClosedWritableSphere@a4) +--NEGATE (net.imglib2.roi.composite.DefaultUnaryCompositeRealMask@c2ea3a1e) +--leaf (net.imglib2.roi.geom.real.ClosedWritableSphere@8a)
Note that the same ROI can be used in multiple operations within the same composite.
BoundaryType of Composites
The boundary behavior of a ROI may change as a result of the operation. The below outlines the composite BoundaryType logic, used when composite ROIs are formed.
Unary Operators
Operation | BoundaryType | ||
---|---|---|---|
open | closed | unspecified | |
negate | closed | open | unspecified |
transform^{1 } | open | closed | unspecified |
transform^{2 } | unspecified | unspecified | unspecified |
Binary Operators
And | Minus | |||||||
---|---|---|---|---|---|---|---|---|
Operand BoundaryType | Operand BoundaryType | |||||||
Left | Right | Left | Right | |||||
open | closed | unspecified | open | closed | unspecified | |||
open | open | unspecified | unspecified | open | unspecified | open | unspecified | |
closed | unspecified | closed | unspecified | closed | closed | unspecified | unspecified | |
unspecified | unspecified | unspecified | unspecified | unspecified | unspecified | unspecified | unspecified |
Or | Xor | |||||||
---|---|---|---|---|---|---|---|---|
Operand BoundaryType | Operand BoundaryType | |||||||
Left | Right | Left | Right | |||||
open | closed | unspecified | open | closed | unspecified | |||
open | open | unspecified | unspecified | open | unspecified | unspecified | unspecified | |
closed | unspecified | closed | unspecified | closed | unspecified | unspecified | unspecified | |
unspecified | unspecified | unspecified | unspecified | unspecified | unspecified | unspecified | unspecified |
Bounds of Composites
The composite logic tries very hard to preserve the bounds of ROIs whenever possible. Additionally, the bounds will update when the composite's leaves are updated.
In the below example, a CompositeMaskPredicate is generated by and-ing a Sphere and a Box. The below example shows that the bounds are sensitive to changes in the operands' bounds. It also demonstrates ROIs ability to detect if a composite is empty.
final WritableSphere s = GeomMasks.closedWritableSphere( new double[] { 7.5, 8 }, 5 ); final WritableBox b = GeomMasks.closedWritableBox( new double[] { 3, 2 }, new double[] { 20, 9 } ); final RealMaskRealInterval and = s.and( b ); System.out.println( "Min Bounds: " + and.realMin( 0 ) + ", " + and.realMin( 1 ) ); System.out.println( "Max Bounds: " + and.realMax( 0 ) + ", " + and.realMax( 1 ) ); // Min Bounds: 3.0, 3.0 // Max Bounds: 12.5, 9.0 // Move the sphere's center to (11.5, 5.5) s.center().setPosition( new double[] { 11.5, 5.5 } ); System.out.println( "Min Bounds: " + and.realMin( 0 ) + ", " + and.realMin( 1 ) ); System.out.println( "Max Bounds: " + and.realMax( 0 ) + ", " + and.realMax( 1 ) ); // Composite ROIs new bounds // Min Bounds: 6.5, 2.0 // Max Bounds: 16.5, 9.0 // Move the box's center to (100, 100), such that it no longer // intersects with the sphere b.center().setPosition( new double[] { 100, 100 } ); System.out.println( "Is empty? " + and.isEmpty() ); // Is empty? true // The two ROIs no longer intersect, so the composite is empty now
Unary Operators
Operation | Operand has bounds? | |
---|---|---|
yes | no | |
negate | unbounded | unbounded |
transform^{1} | bounded | unbounded |
transform^{2} | unbounded | unbounded |
Binary Operators
And | Minus | Or | Xor | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Operand has bounds? | Operand has bounds? | Operand has bounds? | Operand has bounds? | ||||||||
Left | Right | Left | Right | Left | Right | Left | Right | ||||
yes | no | yes | no | yes | no | yes | no | ||||
yes | bounded | bounded | yes | bounded | bounded | yes | bounded | unbounded | yes | bounded | unbounded |
no | bounded | unbounded | no | unbounded | unbounded | no | unbounded | unbounded | no | unbounded | unbounded |
Converting to RandomAccessible
It is also possible to convert MaskPredicates to (Real)RandomAccessibles. The easiest way to do this is via the Masks class.
final double[] center = new double[] { 10, 13, 22.25 }; final double[] semiAxisLengths = new double[] { 4, 5, 1 }; final double exponent = 6; final SuperEllipsoid se = GeomMasks.closedWritableSuperEllipsoid( center, semiAxisLengths, exponent ); final RealRandomAccessibleRealInterval< BoolType > rrari = Masks.toRealRandomAccessibleRealInterval( se );
Discussion
- G. Landini: Imglib or ImageJ2 and ROIs – ROIs should be drawn from the center of each pixel
- S. Preibisch: Imglib or ImageJ2 and ROIs - Where is a pixel? – Two kinds of ROIs: discrete and continuous
- D. White: Imglib or ImageJ2 and ROIs - A pixel is not a little square – Alvy Ray's classic article
- J. Tinevez: ImageJ class hierarchy suggestions – a proposed interface-driven design for ROIs
- Implementation plan for Imglib2-rois 2D - forum discussion regarding ROI API