Created
August 23, 2012 07:12
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#!/usr/bin/env python | |
import math | |
def conv2d(r, c, data): | |
length_r = min(len(r), len(data)) | |
length_c = min(len(c), len(data[0])) | |
conv_sum = 0 | |
for v in range(length_r): | |
for u in range(length_c): | |
conv_sum += data[v][u] * r[v] * c[u] | |
return conv_sum | |
def idct2d(data): | |
length_c = len(data[0]) | |
length_r = len(data) | |
dct_ret = [[0 for i in range(length_c)] for j in range(length_r)] | |
for v in range(length_r): | |
for u in range(length_c): | |
cos_val_r = [math.sqrt((1.0 if y == 0 else 2.0) / length_r) * math.cos(math.pi * (v + 0.5) * y / length_r) for y in range(length_r)] | |
cos_val_c = [math.sqrt((1.0 if x == 0 else 2.0) / length_c) * math.cos(math.pi * (u + 0.5) * x / length_c) for x in range(length_c)] | |
dct_ret[v][u] = round(conv2d(cos_val_r, cos_val_c, data)) | |
return dct_ret | |
def dct2d(data): | |
length_c = len(data[0]) | |
length_r = len(data) | |
dct_ret = [[0 for i in range(length_c)] for j in range(length_r)] | |
for v in range(length_r): | |
for u in range(length_c): | |
cos_val_r = [math.cos(math.pi * (y + 0.5) * v / length_r) for y in range(length_r)] | |
cos_val_c = [math.cos(math.pi * (x + 0.5) * u / length_c) for x in range(length_c)] | |
a_r = math.sqrt((1.0 if v == 0 else 2.0) / length_r) | |
a_c = math.sqrt((1.0 if u == 0 else 2.0) / length_c) | |
for i in range(len(cos_val_r)): | |
cos_val_r[i] *= a_r | |
for i in range(len(cos_val_c)): | |
cos_val_c[i] *= a_c | |
dct_ret[v][u] = conv2d(cos_val_r, cos_val_c, data) | |
return dct_ret | |
def quantize(data, quant): | |
return [[round(data[y][x] / quant[y][x]) for x in range(len(data[0]))] for y in range(len(data))] | |
def dequantize(data, quant): | |
return [[data[y][x] * quant[y][x] for x in range(len(data[0]))] for y in range(len(data))] | |
data = [ | |
[-76, -73, -67, -62, -58, -67, -64, -55], | |
[-65, -69, -73, -38, -19, -43, -59, -56], | |
[-66, -69, -60, -15, 16, -24, -62, -55], | |
[-65, -70, -57, -6, 26, -22, -58, -59], | |
[-61, -67, -60, -24, -2, -40, -60, -58], | |
[-49, -63, -68, -58, -51, -60, -70, -53], | |
[-43, -57, -64, -69, -73, -67, -63, -45], | |
[-41, -49, -59, -60, -63, -52, -50, -34] | |
] | |
quant = [ | |
[16, 11, 10, 16, 24, 40, 51, 61], | |
[12, 12, 14, 19, 26, 58, 60, 55], | |
[14, 13, 16, 24, 40, 57, 69, 56], | |
[14, 17, 22, 29, 51, 87, 80, 62], | |
[18, 22, 37, 56, 68, 109, 103, 77], | |
[24, 35, 55, 64, 81, 104, 113, 92], | |
[49, 64, 78, 87, 103, 121, 120, 101], | |
[72, 92, 95, 98, 112, 100, 103, 99] | |
] | |
print("Orig:") | |
for row in data: | |
print(row) | |
dct_data = dct2d(data) | |
dct_data = quantize(dct_data, quant) | |
dct_data = dequantize(dct_data, quant) | |
#print(dct_data) | |
#print("DCT:") | |
#for row in dct_data: | |
# print(row) | |
orig_data = idct2d(dct_data) | |
print("iDCT:") | |
for row in orig_data: | |
print(row) |
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