在Python中实现通过台词识别剪辑视频画面,可以通过以下步骤完成。这里提供一个基于语音识别和视频处理的实现方案:
主要步骤及代码实现
import os
from moviepy.editor import VideoFileClip
import speech_recognition as sr
from pydub import AudioSegment
from pydub.silence import split_on_silence
def video_to_audio(video_path, audio_path="temp.wav"):
"""提取视频中的音频"""
video = VideoFileClip(video_path)
video.audio.write_audiofile(audio_path)
return audio_path
def transcribe_audio(audio_path):
"""将音频转换为带时间戳的文字"""
r = sr.Recognizer()
# 分割长音频为短片段(解决内存问题)
audio = AudioSegment.from_wav(audio_path)
chunks = split_on_silence(
audio,
min_silence_len=500,
silence_thresh=-40,
keep_silence=250
)
transcripts = []
for i, chunk in