def process(sortedRegions):
# Order component list by decreasing area size
#largest = list(Enumerable.OrderByDescending(sortedRegions, lambda x:x.Area))
# Order component list by centroid position
#hSortRegionList = list(Enumerable.OrderBy(sortedRegions, lambda x:x.Centroid.X))
vSortRegionList = list(Enumerable.OrderByDescending(sortedRegions, lambda x:x.Centroid.Y))
if len(vSortRegionList) >=6:
xCentroidList=Tuple.Create(float(vSortRegionList[0].Centroid.X),float(vSortRegionList[1].Centroid.X),float(vSortRegionList[2].Centroid.X),float(vSortRegionList[3].Centroid.X),float(vSortRegionList[4].Centroid.X),float(vSortRegionList[5].Centroid.X))
yCentroidList=Tuple.Create(float(vSortRegionList[0].Centroid.Y),float(vSortRegionList[1].Centroid.Y),float(vSortRegionList[2].Centroid.Y),float(vSortRegionList[3].Centroid.Y),float(vSortRegionList[4].Centroid.Y),float(vSortRegionList[5].Centroid.Y))
if len(vSortRegionList) ==5:
xCentroidList=Tuple.Create(float(vSortRegionList[0].Centroid.X),float(vSortRegionList[1].Centroid.X),float(vSortRegionList[2].Centroid.X),float(vSortRegionList[3].Centroid.X),float(vSortRegionList[4].Centroid.X),float.NaN)
yCentroidList=Tuple.Create(float(vSortRegionList[0].Centroid.Y),float(vSortRegionList[1].Centroid.Y),float(vSortRegionList[2].Centroid.Y),float(vSortRegionList[3].Centroid.Y),float(vSortRegionList[4].Centroid.Y),float.NaN)
if len(vSortRegionList) ==4:
xCentroidList=Tuple.Create(float(vSortRegionList[0].Centroid.X),float(vSortRegionList[1].Centroid.X),float(vSortRegionList[2].Centroid.X),float(vSortRegionList[3].Centroid.X),float.NaN,float.NaN)
yCentroidList=Tuple.Create(float(vSortRegionList[0].Centroid.Y),float(vSortRegionList[1].Centroid.Y),float(vSortRegionList[2].Centroid.Y),float(vSortRegionList[3].Centroid.Y),float.NaN,float.NaN)
if len(vSortRegionList) ==3:
xCentroidList=Tuple.Create(float(vSortRegionList[0].Centroid.X),float(vSortRegionList[1].Centroid.X),float(vSortRegionList[2].Centroid.X),float.NaN,float.NaN,float.NaN)
yCentroidList=Tuple.Create(float(vSortRegionList[0].Centroid.Y),float(vSortRegionList[1].Centroid.Y),float(vSortRegionList[2].Centroid.Y),float.NaN,float.NaN,float.NaN)
elif len(vSortRegionList) ==2:
xCentroidList=Tuple.Create(float(vSortRegionList[0].Centroid.X),float(vSortRegionList[1].Centroid.X),float.NaN,float.NaN,float.NaN,float.NaN)
yCentroidList=Tuple.Create(float(vSortRegionList[0].Centroid.Y),float(vSortRegionList[1].Centroid.Y),float.NaN,float.NaN,float.NaN,float.NaN)
elif len(vSortRegionList) == 1:
xCentroidList=Tuple.Create(float(vSortRegionList[0].Centroid.X),float.NaN,float.NaN,float.NaN,float.NaN,float.NaN)
yCentroidList=Tuple.Create(float(vSortRegionList[0].Centroid.Y),float.NaN,float.NaN,float.NaN,float.NaN,float.NaN)
else:
xCentroidList=Tuple.Create(float.NaN,float.NaN,float.NaN,float.NaN,float.NaN,float.NaN)
yCentroidList=Tuple.Create(float.NaN,float.NaN,float.NaN,float.NaN,float.NaN,float.NaN)
return Tuple.Create(xCentroidList, yCentroidList)
def process(sortedRegions):
vSortRegionList = list(
Enumerable.OrderByDescending(
sortedRegions, lambda x: FindBasePoint(x.Contour.ToArray[Point]
()).Y))
if len(vSortRegionList) >= 3:
baseList = Tuple.Create(
Point2f(FindBasePoint(
vSortRegionList[0].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[1].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[2].Contour.ToArray[Point]())))
centroidList = Tuple.Create(
Point2f(vSortRegionList[0].Centroid.X,
vSortRegionList[0].Centroid.Y),
Point2f(vSortRegionList[1].Centroid.X,
vSortRegionList[1].Centroid.Y),
Point2f(vSortRegionList[2].Centroid.X,
vSortRegionList[2].Centroid.Y))
tipList = Tuple.Create(
Point2f(FindTipPoint(vSortRegionList[0].Contour.ToArray[Point]())),
Point2f(FindTipPoint(vSortRegionList[1].Contour.ToArray[Point]())),
Point2f(FindTipPoint(vSortRegionList[2].Contour.ToArray[Point]())))
elif len(vSortRegionList) == 2:
baseList = Tuple.Create(
Point2f(FindBasePoint(
vSortRegionList[0].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[1].Contour.ToArray[Point]())), NaNPoint)
centroidList = Tuple.Create(
Point2f(vSortRegionList[0].Centroid.X,
vSortRegionList[0].Centroid.Y),
Point2f(vSortRegionList[1].Centroid.X,
vSortRegionList[1].Centroid.Y), NaNPoint)
tipList = Tuple.Create(
Point2f(FindTipPoint(vSortRegionList[0].Contour.ToArray[Point]())),
Point2f(FindTipPoint(vSortRegionList[1].Contour.ToArray[Point]())),
NaNPoint)
elif len(vSortRegionList) == 1:
baseList = Tuple.Create(
Point2f(FindBasePoint(
vSortRegionList[0].Contour.ToArray[Point]())), NaNPoint,
NaNPoint)
centroidList = Tuple.Create(
Point2f(vSortRegionList[0].Centroid.X,
vSortRegionList[0].Centroid.Y), NaNPoint, NaNPoint)
tipList = Tuple.Create(
Point2f(FindTipPoint(vSortRegionList[0].Contour.ToArray[Point]())),
NaNPoint, NaNPoint)
else:
baseList = Tuple.Create(NaNPoint, NaNPoint, NaNPoint)
centroidList = Tuple.Create(NaNPoint, NaNPoint, NaNPoint)
tipList = Tuple.Create(NaNPoint, NaNPoint, NaNPoint)
return Tuple.Create(baseList, centroidList, tipList)
def process(sortedRegions):
global base, centroidLoc, centroidVel
vSortRegionList = list(
Enumerable.OrderByDescending(
sortedRegions, lambda x: FindBasePoint(x.Contour.ToArray[Point]
()).Y))
if len(vSortRegionList) >= 3:
blob1Index = 2
newbase = Point2f(
FindTipPoint(vSortRegionList[blob1Index].Contour.ToArray[Point]()))
return newbase #vSortRegionList[blob1Index].Orientation
else:
return NaNPoint #float(0)
def process(value):
global base
# Order blob list by descending area
#largest = list(Enumerable.OrderByDescending(value, lambda x:x.Area))
# Order component list by rightmost centroid
rightmost = list(
Enumerable.OrderByDescending(value, lambda x: x.Centroid.X))
if len(rightmost) >= 1:
blob1Index = 0
currbase = base
newbase = max(rightmost[blob1Index].Contour.ToArray[Point]())
if base is None:
base = newbase
#return float.NaN
elif abs(distfromlastframe(currbase, newbase)) < 20:
base = newbase
#float(largest[0].Orientation)
#return distfromlastframe(currbase, base)
else: # find which blob is which instead
if len(rightmost) >= blob1Index + 2:
nextbase = max(rightmost[blob1Index +
1].Contour.ToArray[Point]())
if abs(distfromlastframe(currbase, nextbase)) < 20:
blob1Index = blob1Index + 1
base = nextbase
else:
if len(rightmost) >= blob1Index + 3:
nextbase = max(rightmost[blob1Index +
2].Contour.ToArray[Point]())
if abs(distfromlastframe(currbase, nextbase)) < 20:
blob1Index = blob1Index + 2
base = nextbase
else: #keep previous value
blob1Index = float.NaN
base = base
else:
blob1Index = float.NaN
else:
blob1Index = float.NaN
#return distfromlastframe(currbase, base)
blob1Index = float(blob1Index)
else:
# otherwise, return nan
base = None
blob1Index = float.NaN
return Tuple.Create(blob1Index, len(rightmost))
def process(sortedRegions):
global noWhisker, whiskerIndex, currBase
# Order whisker components list by base point, bottom to top
vSortWhiskers = list(
Enumerable.OrderByDescending(
sortedRegions, lambda x: FindBasePoint(x.Contour.ToArray[Point]
()).Y))
if noWhisker is True: #on first pass, mostly
whiskerIndex = 0
currBase = FindBasePoint(
vSortWhiskers[whiskerIndex].Contour.ToArray[Point]())
#print("init")
# Compare base points and find closest base, within spatial treshold limits (typically, either index 0 or 1)
# ToDo: need to find what to do when tracked whisker has jumped to a neigboring one.
# Try and prevent these limit cases by comparing centroids. Or take direction / velocity into account
if len(vSortWhiskers) >= 1:
baseDist = distThd
bestIdx = whiskerIndex
for wIdx, wCComp in enumerate(vSortWhiskers):
thatBase = FindBasePoint(wCComp.Contour.ToArray[Point]())
if DistBetweenPoints(currBase, thatBase) < baseDist:
baseDist = DistBetweenPoints(currBase, thatBase)
bestIdx = wIdx
if baseDist < distThd:
whiskerIndex = bestIdx
currBase = FindBasePoint(
vSortWhiskers[whiskerIndex].Contour.ToArray[Point]())
else:
whiskerIndex = float.NaN
noWhisker = False
else:
# if no whisker components, return nan
noWhisker = True
whiskerIndex = float.NaN
Component = ConnectedComponentCollection(sortedRegions.ImageSize)
if Single.IsNaN(whiskerIndex) == False:
Component.Add(vSortWhiskers[int(whiskerIndex)])
return Component
def FindTipPoint(inputPointArray):
pointList = Enumerable.OrderByDescending(inputPointArray, lambda x: x.X)
lastPoint = Enumerable.First(pointList)
return lastPoint
def process(sortedRegions):
# Order component list by decreasing area size
#largest = list(Enumerable.OrderByDescending(sortedRegions, lambda x:x.Area))
# Order component list by centroid position
#hSortRegionList = list(Enumerable.OrderBy(sortedRegions, lambda x:x.Centroid.X))
vSortRegionList = list(
Enumerable.OrderByDescending(
sortedRegions, lambda x: FindBasePoint(x.Contour.ToArray[Point]
()).Y))
if len(vSortRegionList) >= 6:
baseList = Tuple.Create(
Point2f(FindBasePoint(
vSortRegionList[0].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[1].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[2].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[3].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[4].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[5].Contour.ToArray[Point]())))
centroidList = Tuple.Create(
Point2f(vSortRegionList[0].Centroid.X,
vSortRegionList[0].Centroid.Y),
Point2f(vSortRegionList[1].Centroid.X,
vSortRegionList[1].Centroid.Y),
Point2f(vSortRegionList[2].Centroid.X,
vSortRegionList[2].Centroid.Y),
Point2f(vSortRegionList[3].Centroid.X,
vSortRegionList[3].Centroid.Y),
Point2f(vSortRegionList[4].Centroid.X,
vSortRegionList[4].Centroid.Y),
Point2f(vSortRegionList[5].Centroid.X,
vSortRegionList[5].Centroid.Y))
elif len(vSortRegionList) == 5:
baseList = Tuple.Create(
Point2f(FindBasePoint(
vSortRegionList[0].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[1].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[2].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[3].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[4].Contour.ToArray[Point]())), NaNPoint)
centroidList = Tuple.Create(
Point2f(vSortRegionList[0].Centroid.X,
vSortRegionList[0].Centroid.Y),
Point2f(vSortRegionList[1].Centroid.X,
vSortRegionList[1].Centroid.Y),
Point2f(vSortRegionList[2].Centroid.X,
vSortRegionList[2].Centroid.Y),
Point2f(vSortRegionList[3].Centroid.X,
vSortRegionList[3].Centroid.Y),
Point2f(vSortRegionList[4].Centroid.X,
vSortRegionList[4].Centroid.Y), NaNPoint)
elif len(vSortRegionList) == 4:
baseList = Tuple.Create(
Point2f(FindBasePoint(
vSortRegionList[0].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[1].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[2].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[3].Contour.ToArray[Point]())), NaNPoint,
NaNPoint)
centroidList = Tuple.Create(
Point2f(vSortRegionList[0].Centroid.X,
vSortRegionList[0].Centroid.Y),
Point2f(vSortRegionList[1].Centroid.X,
vSortRegionList[1].Centroid.Y),
Point2f(vSortRegionList[2].Centroid.X,
vSortRegionList[2].Centroid.Y),
Point2f(vSortRegionList[3].Centroid.X,
vSortRegionList[3].Centroid.Y), NaNPoint, NaNPoint)
elif len(vSortRegionList) == 3:
baseList = Tuple.Create(
Point2f(FindBasePoint(
vSortRegionList[0].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[1].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[2].Contour.ToArray[Point]())), NaNPoint,
NaNPoint, NaNPoint)
centroidList = Tuple.Create(
Point2f(vSortRegionList[0].Centroid.X,
vSortRegionList[0].Centroid.Y),
Point2f(vSortRegionList[1].Centroid.X,
vSortRegionList[1].Centroid.Y),
Point2f(vSortRegionList[2].Centroid.X,
vSortRegionList[2].Centroid.Y), NaNPoint, NaNPoint,
NaNPoint)
elif len(vSortRegionList) == 2:
baseList = Tuple.Create(
Point2f(FindBasePoint(
vSortRegionList[0].Contour.ToArray[Point]())),
Point2f(FindBasePoint(
vSortRegionList[1].Contour.ToArray[Point]())), NaNPoint,
NaNPoint, NaNPoint, NaNPoint)
centroidList = Tuple.Create(
Point2f(vSortRegionList[0].Centroid.X,
vSortRegionList[0].Centroid.Y),
Point2f(vSortRegionList[1].Centroid.X,
vSortRegionList[1].Centroid.Y), NaNPoint, NaNPoint,
NaNPoint, NaNPoint)
elif len(vSortRegionList) == 1:
baseList = Tuple.Create(
Point2f(FindBasePoint(
vSortRegionList[0].Contour.ToArray[Point]())), NaNPoint,
NaNPoint, NaNPoint, NaNPoint, NaNPoint)
centroidList = Tuple.Create(
Point2f(vSortRegionList[0].Centroid.X,
vSortRegionList[0].Centroid.Y), NaNPoint, NaNPoint,
NaNPoint, NaNPoint, NaNPoint)
else:
baseList = Tuple.Create(NaNPoint, NaNPoint, NaNPoint, NaNPoint,
NaNPoint, NaNPoint)
centroidList = Tuple.Create(NaNPoint, NaNPoint, NaNPoint, NaNPoint,
NaNPoint, NaNPoint)
return Tuple.Create(baseList, centroidList)
def process(sortedRegions):
global base, centroidLoc, centroidVel
# Order blob list by descending Y base point (ie, bottom to top)
vSortRegionList = list(
Enumerable.OrderByDescending(
sortedRegions, lambda x: FindBasePoint(x.Contour.ToArray[Point]
()).Y))
if len(vSortRegionList) >= 1:
blob1Index = 0
currbase = base
newbase = FindBasePoint(
vSortRegionList[blob1Index].Contour.ToArray[Point]
()) #vSortRegionList[blob1Index].Contour.ToArray[Point]()[0]
if base is None:
base = newbase
#return float.NaN
elif abs(VDistFromLastFrame(currbase, newbase)) < distThd:
base = newbase
#float(largest[0].Orientation)
#return distfromlastframe(currbase, base)
else: # find which blob is which instead
if len(vSortRegionList) >= blob1Index + 2:
nextbase = FindBasePoint(
vSortRegionList[blob1Index + 1].Contour.ToArray[Point]())
if abs(VDistFromLastFrame(currbase, nextbase)) < distThd:
blob1Index = blob1Index + 1
base = nextbase
else:
if len(vSortRegionList) >= blob1Index + 3:
nextbase = FindBasePoint(
vSortRegionList[blob1Index +
2].Contour.ToArray[Point]())
if abs(VDistFromLastFrame(currbase,
nextbase)) < distThd:
blob1Index = blob1Index + 2
base = nextbase
else: #keep previous value
blob1Index = float.NaN
base = base
else:
blob1Index = float.NaN
else:
blob1Index = float.NaN
#return distfromlastframe(currbase, base)
blob1Index = float(blob1Index)
else:
# otherwise, return nan
base = None
blob1Index = float.NaN
#return Tuple.Create(blob1Index,len(leftmost))
Component = ConnectedComponentCollection(sortedRegions.ImageSize)
vSortRegionList = list(
Enumerable.OrderByDescending(
sortedRegions, lambda x: FindBasePoint(x.Contour.ToArray[Point]
()).Y))
if Single.IsNaN(blob1Index) == False:
Component.Add(vSortRegionList[int(blob1Index)])
if int(blob1Index) + 1 <= len(vSortRegionList) - 1:
Component.Add(vSortRegionList[int(blob1Index) + 1])
if int(blob1Index) + 2 <= len(vSortRegionList) - 1:
Component.Add(vSortRegionList[int(blob1Index) + 2])
return Component