The Verge - Artificial Intelligences 2024年12月30日
Is your iPhone sharing photos data with Apple by default?
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iOS 18 在照片应用中引入了“增强视觉搜索”功能,该功能默认开启,允许设备与苹果共享照片数据。用户可以通过照片设置找到此开关,该功能允许用户查找照片中的地标,并使用地标名称搜索图像。虽然这项功能扩展了苹果在 iOS 15 中引入的“视觉查找”功能,但与“视觉查找”不同,增强视觉搜索需要用户授权才能与苹果共享数据。苹果使用机器学习模型分析照片,识别地标区域,并将加密的向量嵌入发送到苹果服务器进行比对。尽管苹果声称数据传输过程是私密的,但用户对此功能的默认开启提出了隐私担忧,认为应该像其他数据共享选项一样,采用用户选择加入模式。

🔍 “增强视觉搜索”是iOS 18照片应用的新功能,允许用户通过照片中的地标进行搜索和识别。

⚙️ 该功能默认开启,用户需在照片设置中手动关闭,这意味着照片数据可能会在用户不知情的情况下与苹果共享。

🔒 苹果通过机器学习模型分析照片,提取地标区域的向量嵌入,并加密后发送到服务器进行比对,以确保数据传输的私密性。

🤔 尽管苹果声称数据处理过程是私密的,但用户仍然对默认开启的数据共享模式表示担忧,认为应该采用用户选择加入的模式。

iOS 18 introduced an “Enhanced Visual Search” toggle for the Photos app. | Screenshot: iOS 18 Settings app

Apple occasionally makes choices that tarnish its strong privacy-forward reputation, like when it was secretly collecting users’ Siri interactions. Yesterday, a blog post from developer Jeff Johnson highlighted what feels like such a choice: an “Enhanced Visual Search” toggle for the Apple Photos app that is seemingly on by default, giving your device permission to share data from your photos with Apple.

Sure enough, when I checked my iPhone 15 Pro this morning, the toggle was switched to on. You can find it for yourself by going into the Photos settings on your phone (through the iOS Settings app) or a Mac (in the Photos app’s settings menu). Enhanced Visual Search lets you look up landmarks you’ve taken pictures of or search for those images using the names of those landmarks.

To see what it enables in the Photos app, swipe up on a picture you’ve taken of a building and select “Look Up Landmark,” and a card will appear that ideally identifies it. Here are a couple of examples from my phone:

Screenshots: Apple Photos
That’s definitely Austin’s Cathedral of Saint Mary, but the image on the right is not a Trappist monastery, but the Dubuque, Iowa city hall building.

On its face, it’s a convenient expansion of Photos’ Visual Look Up feature that Apple introduced in iOS 15 that lets you identify plants or, say, find out what those symbols on a laundry tag mean. But Visual Look Up doesn’t need special permission to share data with Apple, and this does.

A description under the toggle says you’re giving Apple permission to “privately match places in your photos with a global index maintained by Apple.” As for how, there are details in an Apple machine-learning research blog about Enhanced Visual Search that Johnson links to:

The process starts with an on-device ML model that analyzes a given photo to determine if there is a “region of interest” (ROI) that may contain a landmark. If the model detects an ROI in the “landmark” domain, a vector embedding is calculated for that region of the image.

According to the blog, that vector embedding is then encrypted and sent to Apple to compare with its database. The company offers a very technical explanation of vector embeddings in a research paper, but IBM put it more simply, writing that embeddings transform “a data point, such as a word, sentence or image, into an n-dimensional array of numbers representing that data point’s characteristics.”

Like Johnson, I don’t fully understand Apple’s research blogs and Apple didn’t immediately respond to our request for comment about Johnson’s concerns. It seems as though the company went to great lengths to keep the data private, in part by condensing image data into a format that’s legible to an ML model.

Even so, making the toggle opt-in, like those for sharing analytics data or recordings or Siri interactions, rather than something users have to discover seems like it would have been a better option.

Correction December 29th: An earlier version of this story misstated the location of the Enhanced Visual Search toggle. It is in iOS Settings under Apps > Phone and in Photos > Settings in the macOS Photos app. The headline was also made clearer.

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iOS 18 增强视觉搜索 隐私 数据共享 机器学习
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