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52 changes: 30 additions & 22 deletions haze_removal.py
Original file line number Diff line number Diff line change
Expand Up @@ -21,19 +21,24 @@ def open_image(self, img_path):
self.dst = np.zeros_like(self.src, dtype=np.double)


@jit
def get_dark_channel(self, radius=7):
print("Starting to compute dark channel prior...")
start = time.time()
tmp = self.src.min(axis=2)
for i in range(self.rows):
for j in range(self.cols):
@staticmethod
@jit(nopython=True)
def _get_dark_channel(rows,cols,tmp,dark, radius=7):

for i in range(rows):
for j in range(cols):
rmin = max(0,i-radius)
rmax = min(i+radius,self.rows-1)
rmax = min(i+radius,rows-1)
cmin = max(0,j-radius)
cmax = min(j+radius,self.cols-1)
self.dark[i,j] = tmp[rmin:rmax+1,cmin:cmax+1].min()
print("time:",time.time()-start)
cmax = min(j+radius,cols-1)
dark[i,j] = tmp[rmin:rmax+1,cmin:cmax+1].min()
return dark

def get_dark_channel(self, radius=7):
tmp = self.src.min(axis=2)
# get_dark_channel[blockspergrid, threadsperblock]()
# self.dark=self._get_dark_channel[self.blockspergrid, self.threadsperblock](self.rows,self.cols,tmp,self.dark,radius)
self.dark=self._get_dark_channel(self.rows,self.cols,tmp,self.dark,radius)

def get_air_light(self):
print("Starting to compute air light prior...")
Expand All @@ -48,19 +53,22 @@ def get_air_light(self):
# print(self.Alight)
print("time:",time.time()-start)

@jit
def get_transmission(self, radius=7, omega=0.95):
print("Starting to compute transmission...")
start = time.time()
for i in range(self.rows):
for j in range(self.cols):
@staticmethod
@jit(nopython=True)
def _get_transmission(rows,cols,Alight,src,tran,radius=7, omega=0.95):

for i in range(rows):
for j in range(cols):
rmin = max(0,i-radius)
rmax = min(i+radius,self.rows-1)
rmax = min(i+radius,rows-1)
cmin = max(0,j-radius)
cmax = min(j+radius,self.cols-1)
pixel = (self.src[rmin:rmax+1,cmin:cmax+1]/self.Alight).min()
self.tran[i,j] = 1. - omega * pixel
print("time:",time.time()-start)
cmax = min(j+radius,cols-1)
pixel = (src[rmin:rmax+1,cmin:cmax+1]/Alight).min()
tran[i,j] = 1. - omega * pixel
return tran

def get_transmission(self, radius=7, omega=0.95):
self.tran=self._get_transmission(self.rows,self.cols,self.Alight,self.src,self.tran,radius,omega)

def guided_filter(self, r=60, eps=0.001):
print("Starting to compute guided filter trainsmission...")
Expand Down