DCT音频水印算法代码
时间: 2023-09-10 19:05:38 浏览: 125
以下是一个基于DCT的音频水印算法的Python代码实现:
```python
import numpy as np
import scipy.fftpack as fp
# 将消息转换为二进制数组
def str2bin(msg):
return [format(ord(i), '08b') for i in msg]
# 将二进制数组转换为消息
def bin2str(msg):
return ''.join([chr(int(i, 2)) for i in msg])
# 在音频信号中嵌入水印
def embed_watermark(audio, watermark):
# 将消息转换为二进制数组
msg = str2bin(watermark)
if len(msg) > len(audio):
return None
# 对音频信号进行DCT变换
dct_audio = fp.dct(audio, norm='ortho')
# 将消息嵌入到DCT系数的最低位中
for i in range(len(msg)):
for j in range(8):
index = i * 8 + j
if index < len(dct_audio):
bit = int(msg[i][j])
if dct_audio[index] % 2 == 0:
if bit == 1:
dct_audio[index] += 1
else:
if bit == 0:
dct_audio[index] -= 1
# 对DCT系数进行逆变换得到嵌入水印后的音频信号
watermarked_audio = fp.idct(dct_audio, norm='ortho')
return watermarked_audio
# 从音频信号中提取水印
def extract_watermark(audio):
# 对音频信号进行DCT变换
dct_audio = fp.dct(audio, norm='ortho')
# 从DCT系数的最低位中提取水印
bits = []
for i in range(len(dct_audio)):
if len(bits) >= 8 * 16:
break
bit = dct_audio[i] % 2
bits.append(str(bit))
# 将二进制数组转换为消息
watermark = bin2str([bits[i:i+8] for i in range(0, len(bits), 8)])
return watermark
```
使用示例:
```python
# 导入音频文件
import scipy.io.wavfile as wav
rate, audio = wav.read('test.wav')
# 嵌入水印
watermarked_audio = embed_watermark(audio, 'Hello, world!')
# 提取水印
watermark = extract_watermark(watermarked_audio)
print(watermark)
```
注意:这里的算法只是一个示例,实际使用时需要进行更多的优化和安全性考虑。
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