def play_seed_angles(video,maxr=9,thresh=0.99,alpha=0.75,bg=63,every=slice(None),renderto=None):
mask = video[::100].max(axis=0)>bg
f = lambda im: trace.compute_seed_fields_windowed(im,maxr=maxr,maxiter=1,window=(0.0,0.0))
def make(im):
angles = abs(f(im)[1]*180/pi);
out = cm.hsv(angles/180.0);
out[:,:,3] = mask*(f(im)[2]>thresh)*alpha;
return out,angles
rc('image',interpolation='nearest');
rc('figure.subplot',bottom=0.05,left=0.05,top=0.95,right=0.95);
rc('figure',facecolor='w');
fids = range(*every.indices(len(video)))
for i,im in map(lambda e:(e,video[e]),fids):
out,angles = make(im)
clf();
imshow(angles,cmap=cm.hsv);
colorbar().set_label('Angle (degrees)');
imshow(im,hold=0,cmap=cm.gray);
imshow(out,hold=1);
axis('off');
draw();
if renderto:
print 'Writing ',renderto%i
sys.stdout.flush()
savefig(renderto%i);
def trace_all(image,r=10,thresh=100):
out = []
f = lambda im: trace.compute_seed_fields_windowed(im,maxr=r,maxiter=1,window=(0.0,0.0))
angle_radians = f(image)[1];
for y in xrange(0,image.shape[0]):
for x in xrange(0,image.shape[1]):
seed = trace.cSeed(x,y,int(cos(angle_radians[y,x])*100),int(sin(angle_radians[y,x])*100))
t = trace.Trace_Whisker(seed,image)
if(t and len(t.x)>thresh):
out.append(t)
return out
def is_trace_generated(image,r=10,thresh=100):
""" is_trace_generated(image) -> image mask
A predicate to use for generating roc curves against a seed's salience.
>>> truth = is_trace_generated(image);
>>> scores = trace.compute_seed_fields_windowed(image,maxr=4,maxiter=1,window=(0.0,0.0))[2]
>>> precision,recall,thresholds = roc(scores,truth)
"""
out = zeros(image.shape)
f = lambda im: trace.compute_seed_fields_windowed(im,maxr=r,maxiter=1,window=(0.0,0.0))
angle_radians = f(image)[1];
for y in xrange(0,image.shape[0]):
for x in xrange(0,image.shape[1]):
seed = trace.cSeed(x,y,int(cos(angle_radians[y,x])*100),int(sin(angle_radians[y,x])*100))
t = trace.Trace_Whisker(seed,image)
if(t and len(t.x)>thresh):
out[y,x] = 1
return out
