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help i accidentally a wigglegram

摘要

文章先解释 wigglegram 是一种把多个略有视角差异的照片循环播放、制造立体感的 GIF 效果。作者因为拍照时习惯对同一构图连拍很多张,又长期不清理相册,于是意识到自己的 iCloud 照片库里其实积累了大量 “误拍” 的 wigglegram 素材。随后他利用 perceptual hashing(类似 TinEye 的反向图片搜索思路)给照片做哈希,通过比较哈希间的 hamming distance 找出相似图片序列,再自动抽取并拼接成动画。文中展示了大量生成结果,包括旅行照片、动物、设计草图、雕塑等;很多并非刻意拍摄,因此呈现出的效果有时更像短小的动态片段而非标准立体图。最后作者提到已将脚本放到 Github,可直接处理 Mac 上的 iCloud 照片库或指定图片目录。

荐读理由

iCloud 照片库哈希找相似帧,hamming 阈值拉 wigglegram 自动提取可试用

原文

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lmaocenter ~ blog

help i accidentally a wigglegram

Do you know what a wigglegram is?

c.

↳ c. "suavecorn" on reddit

It is a kind of stereo image you make by looping frames together, like as a GIF.

c.

↳ c. "aka_hochstapler" on reddit

The effect is quite convincing.

c.

↳ c. "suavecorn" on reddit

I am something of an indecisive photographer and when I like an angle I will take a lot of frames, from slightly different angles etc., looking for "the shot". And since I am also a bit of a hoarder I never clear out my camera roll.

"Same shot from different angles"? You know what that sounds a bit familiar.

scrollin'

↳ scrollin'

Sure enough my phone is full of wigglegrams that I took by accident. Years' worth, waiting for me to sit down and stitch them together.

Or, perhaps, for something to stitch them together. It occurred to me last weekend that I can use perceptual hashing - what TinEye (et al.) uses for reverse image search - to try and find runs of similar images and pull them out from my library automatically. So I wrote a little script to hash all my pictures:

slowly, slowly

↳ slowly, slowly

Hashing is quick but downloading photos from iCloud is not.

The result is a hash that - unlike a cryptographic function like sha1 - will share more bits with hashes of similar-looking images than with dissimilar ones. We can use that to calculate the hamming distance between pairs of images and find a threshold:

ten seems like a good boundary

↳ ten seems like a good boundary

And extract pairs:

plausible...

↳ plausible...

And hundreds of wigglegrams spew forth.

space mountain?

↳ space mountain?

block island

↳ block island

deland

↳ deland

probably also disney?

↳ probably also disney?

A few of them I am guilty of taking intentionally. But most are true accidents. As such many of them come out as less "stereoscopic" and more "kinescopic" - like little unintentional movies.

notting hill

↳ notting hill

perugia

↳ perugia

Animals are a natural fit for the concept, unpredictable as they are:

cat

↳ cat

another cat

↳ another cat

dog

↳ dog

pigeon

↳ pigeon

Design-work also. (I am always indecisive.)

ipad sidecar I should write on

↳ ipad sidecar I should write on

baby book

↳ baby book

same but doing a rad flip

↳ same but doing a rad flip

resistor bridge

↳ resistor bridge

leg in pieces

↳ leg in pieces

And sculpture:

olivetti

↳ olivetti

charlotte?

↳ charlotte?

frog with a joint

↳ frog with a joint

What fun. I have the script up on Github if you want to play with it - it'll work on your iCloud photos library if you're on a Mac, or you can point it at a directory of pictures otherwise.

Cheers~

and happy birthday ig

↳ and happy birthday ig


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home ~ posted june 04 2026

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