def get_clustered(self, stimulus, heatMap = None):
if heatMap == None:
heatMap = self.get_heat_map(stimulus, scale=.5)
nHeatLines = 3
heatLines = np.zeros(heatMap.shape,'uint8')
for i in range(nHeatLines):
tmp_treshold = GAZE_DISP_HEAT_MAP_THRESHOLD + (255-GAZE_DISP_HEAT_MAP_THRESHOLD)/nHeatLines * i
if i % 2 == 1:
heatLines += cv2.threshold(heatMap,tmp_treshold,200,cv2.THRESH_BINARY)[1]
else:
heatLines -= cv2.threshold(heatMap,tmp_treshold,200,cv2.THRESH_BINARY)[1]
heatLines = cv2.resize(heatLines, (stimulus.width, stimulus.height))
contours, hierarchy = cv2.findContours(heatLines, cv.CV_RETR_TREE, cv.CV_CHAIN_APPROX_NONE)
hierarchy_levels = self.get_hierarchy_levels(hierarchy)
ovImg = np.zeros((stimulus.height, stimulus.width,3),'uint8')
heat_colors = utils.autumn(nHeatLines)
for i in range(len(contours)):
c2 = cv2.approxPolyDP(contours[i], 2, 0)
cv2.polylines(ovImg, [c2], 3, heat_colors[hierarchy_levels[i]], 1)
#cv2.drawContours(ovImg, contours, 0, (155,130,0), 2)
return ovImg
def get_each(self, stimulus, history_length = 0, approx = False):
ovImg = np.zeros((stimulus.height, stimulus.width,3),'uint8')
colors = utils.autumn(len(self.gazes))
gaze_coords = self.getGazeMovieCoords(stimulus, history_length, approx)
gaze_coords = sorted(gaze_coords,key=operator.itemgetter(3),reverse=True)
for (i, x, y, prio) in gaze_coords:
if prio == 1:
cv2.circle(ovImg, (int(x*stimulus.width),int(y*stimulus.height)), 15, colors[int(i)])
pts = cv2.ellipse2Poly((int(x*stimulus.width),int(y*stimulus.height)),(2,2),0,0,360,int(360/6))
opacity = float(history_length-prio+2) / (history_length+1)
cv2.fillConvexPoly(ovImg, pts, (int(colors[int(i)][0]*opacity), int(colors[int(i)][1]*opacity), int(colors[int(i)][2]*opacity)))
return ovImg