要分析图像序列的时间稳定性,可以使用Pillow库中的ImageSequence模块来访问和处理图像序列。以下是一种可能的方法:
from PIL import Image, ImageSequence
image = Image.open('image_sequence.gif')
frames = [frame.copy() for frame in ImageSequence.Iterator(image)]
differences = []
for i in range(len(frames) - 1):
diff = ImageChops.difference(frames[i], frames[i + 1])
differences.append(diff)
similarities = []
for i in range(len(differences)):
similarity = ImageChops.difference(Image.new('RGB', frames[i].size, (255, 255, 255)), differences[i]).getbbox()[2:]
similarities.append(similarity)
通过以上步骤,您可以分析图像序列的时间稳定性,并了解每个帧之间的差异和相似度得分。您还可以根据需要进一步调整和优化分析方法。