hamming_distancehamming_distanceHammingDistanceHammingDistancehamming_distance (Operator)
Name
hamming_distancehamming_distanceHammingDistanceHammingDistancehamming_distance — Hamming distance between two regions.
Signature
def hamming_distance(regions_1: HObject, regions_2: HObject) -> Tuple[Sequence[int], Sequence[float]]
def hamming_distance_s(regions_1: HObject, regions_2: HObject) -> Tuple[int, float]
Description
The operator hamming_distancehamming_distanceHammingDistanceHammingDistancehamming_distance returns the hamming distance
between two regions,
i.e., the number of pixels of the regions which are different
(DistanceDistanceDistancedistancedistance), i.e., the number of pixels contained in one region
but not in the other:
The parameter SimilaritySimilaritySimilaritysimilaritysimilarity describes the similarity between the
two regions based on the hamming distance DistanceDistanceDistancedistancedistance:
If both regions are empty SimilaritySimilaritySimilaritysimilaritysimilarity is set to 0.
The regions with the same index from both input parameters are
always compared.
Attention
In both input parameters the same number of
regions must be passed.
Execution Information
- Multithreading type: reentrant (runs in parallel with non-exclusive operators).
- Multithreading scope: global (may be called from any thread).
- Automatically parallelized on tuple level.
Parameters
Regions1Regions1Regions1regions1regions_1 (input_object) region(-array) → objectHRegionHObjectHObjectHobject
Regions to be examined.
Regions2Regions2Regions2regions2regions_2 (input_object) region(-array) → objectHRegionHObjectHObjectHobject
Comparative regions.
DistanceDistanceDistancedistancedistance (output_control) integer(-array) → HTupleSequence[int]HTupleHtuple (integer) (int / long) (Hlong) (Hlong)
Hamming distance of two regions.
Assertion:
Distance >= 0
SimilaritySimilaritySimilaritysimilaritysimilarity (output_control) real(-array) → HTupleSequence[float]HTupleHtuple (real) (double) (double) (double)
Similarity of two regions.
Assertion:
0 <= Similarity && Similarity <= 1
Complexity
If F is the area of a region the mean runtime
complexity is O(sqrt(F)).
Result
hamming_distance returns the value 2 (
H_MSG_TRUE)
if the number of objects in
both parameters is the same and is not 0.
The behavior in case of empty input (no input objects available) is
set via the operator set_system('no_object_result',<Result>)set_system("no_object_result",<Result>)SetSystem("no_object_result",<Result>)SetSystem("no_object_result",<Result>)set_system("no_object_result",<Result>).
The behavior in case of empty region (the region is the empty set) is set via
set_system('empty_region_result',<Result>)set_system("empty_region_result",<Result>)SetSystem("empty_region_result",<Result>)SetSystem("empty_region_result",<Result>)set_system("empty_region_result",<Result>).
If necessary an exception is raised.
Possible Predecessors
thresholdthresholdThresholdThresholdthreshold,
regiongrowingregiongrowingRegiongrowingRegiongrowingregiongrowing,
connectionconnectionConnectionConnectionconnection
Alternatives
intersectionintersectionIntersectionIntersectionintersection,
complementcomplementComplementComplementcomplement,
area_centerarea_centerAreaCenterAreaCenterarea_center
See also
hamming_change_regionhamming_change_regionHammingChangeRegionHammingChangeRegionhamming_change_region
Module
Foundation