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MSE partitiioned by distance from edge
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#!/bin/env python3 | |
import array | |
import sys | |
import y4m | |
ref_frame = None | |
def frame_arrays(frame): | |
w = int(frame.headers['W']) | |
h = int(frame.headers['H']) | |
wc = (w + 1) // 2 | |
hc = (h + 1) // 2 | |
y = array.array('B', frame.buffer[:w * h]) | |
u = array.array('B', frame.buffer[w * h:w * h + wc * hc]) | |
v = array.array('B', frame.buffer[w * h + wc * hc:]) | |
return w, h, y, u, v | |
def process_ref(frame): | |
global ref_frame | |
ref_frame = frame_arrays(frame) | |
rec_frame = None | |
def process_rec(frame): | |
global rec_frame | |
rec_frame = frame_arrays(frame) | |
if __name__ == '__main__': | |
parser = y4m.Reader(process_ref) | |
with open(sys.argv[1], 'rb') as f: | |
while True: | |
data = f.read(4096) | |
if not data: | |
break | |
parser.decode(data) | |
parser = y4m.Reader(process_rec) | |
with open(sys.argv[2], 'rb') as f: | |
while True: | |
data = f.read(4096) | |
if not data: | |
break | |
parser.decode(data) | |
w, h, y_ref, u_ref, v_ref = ref_frame | |
_, _, y_rec, u_rec, v_rec = rec_frame | |
count = array.array('L', [0] * 64) | |
sse = array.array('L', [0] * 64) | |
for y in range(0, h): | |
for x in range(0, w): | |
xy = y * w + x | |
i = min(64, w - 1 - x, h - 1 - y) | |
if i == 64: continue | |
count[i] += 1 | |
sse[i] += (y_rec[xy] - y_ref[xy])**2 | |
wc = (w + 1) // 2 | |
hc = (h + 1) // 2 | |
for y in range(0, hc): | |
for x in range(0, wc): | |
xy = y * wc + x | |
i = min(64, w - 1 - x * 2, h - 1 - y * 2) | |
if i == 64: continue | |
count[i] += 2 | |
sse[i] += (u_rec[xy] - u_ref[xy])**2 | |
sse[i] += (v_rec[xy] - v_ref[xy])**2 | |
i = min(64, w - 2 - x * 2, h - 2 - y * 2) | |
if i == 64: continue | |
count[i] += 2 | |
sse[i] += (u_rec[xy] - u_ref[xy])**2 | |
sse[i] += (v_rec[xy] - v_ref[xy])**2 | |
scale = sum(count) * 1. / sum(sse) | |
for i in range(0, 64): | |
print("%d %d %d" % (i, sse[i] * scale, count[i])) |
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