def Patch(X, pw, ph):
Xt = []
for x in X:
w, h = x.shape[:2]
i = py_rng.randint(0, w-pw)
j = py_rng.randint(0, h-ph)
Xt.append(x[i:i+pw, j:j+pw])
return Xt
def patch(x, ph, pw=None):
if pw is None:
pw = ph
h, w = x.shape[:2]
j = py_rng.randint(0, h-ph)
i = py_rng.randint(0, w-pw)
x = x[j:j+ph, i:i+pw]
return x
def patch(x, ph, pw=None):
if pw is None:
pw = ph
h, w = x.shape[:2]
j = py_rng.randint(0, (h - ph))
i = py_rng.randint(0, (w - pw))
x = x[j:(j + ph), i:(i + pw)]
return x
def patch(x, ph, pw=None):
if pw is None:
pw = ph
h, w = x.shape[:2]
j = py_rng.randint(0, h - ph)
i = py_rng.randint(0, w - pw)
x = x[j:j + ph, i:i + pw]
return x
def ColorShift(X, p=1/3., scale=20):
Xt = []
for x in X:
x = x.astype(np.int16)
x[:, :, 0] += (py_rng.random() < p)*py_rng.randint(-scale, scale)
x[:, :, 1] += (py_rng.random() < p)*py_rng.randint(-scale, scale)
x[:, :, 2] += (py_rng.random() < p)*py_rng.randint(-scale, scale)
x = np.clip(x, 0, 255).astype(np.uint8)
Xt.append(x)
return Xt
def SeqPatch(X, p_size):
Xt = []
for x in X:
l = len(x)
n = int(p_size*l)
i = py_rng.randint(0, l-n)
Xt.append(x[i:i+n])
return Xt
def Rot90(X):
Xt = []
for x in X:
x = np.rot90(x, py_rng.randint(0, 3))
Xt.append(x)
return Xt