Google's PaliGemma 2: Emotion Detection or Ethical Dilemma?
Dec 10, 2024

Sam

I just read that Google’s new AI can identify emotions in photos. That sounds amazing, but also kind of creepy. What do you think?

Amy

It’s definitely interesting, but experts are worried about it too. The new model, PaliGemma 2, can generate captions for images, including describing emotions. But figuring out emotions isn’t as simple as it sounds.

Sam

Why not? I mean, if I see someone smiling, I know they’re happy, right?

Amy

That’s true sometimes, but emotions can be complex. A smile might mean happiness, but it could also mean nervousness or politeness. Plus, people from different cultures express emotions in different ways. AI can’t really capture all of that.

Sam

Oh, so it’s like trying to read a book in a language you only kind of understand. You might guess wrong.

Amy

Exactly! And that’s one of the big concerns. AI emotion detection is often based on simplified ideas, like Paul Ekman’s theory of six basic emotions. But newer research shows that emotions are way more complicated than that.

Sam

So does that mean the AI could make mistakes? Like thinking someone’s angry when they’re not?

Amy

Yes, and those mistakes could have serious consequences. For example, past studies found that some AI systems assigned more negative emotions to Black people’s faces than to white people’s. Bias like that can lead to discrimination.

Sam

That’s awful. But if Google tested the model, shouldn’t it be safe to use?

Amy

Google says they tested PaliGemma 2 for bias using tools like FairFace, a dataset of headshots. But experts say those tests might not be enough. For instance, FairFace only includes a few racial groups and doesn’t account for all cultural differences.

Sam

So even if it works sometimes, it’s not reliable for everyone?

Amy

Exactly. And the real worry is how this technology might be used. Imagine it being used in job interviews, law enforcement, or at borders. If the AI gets your emotion wrong, it could unfairly affect your opportunities or even your safety.

Sam

Yikes. It sounds like this tech could do more harm than good.

Amy

It could if it’s not used responsibly. For example, the EU’s AI Act bans emotion detection in schools and workplaces, but not for law enforcement. That leaves a lot of room for misuse.

Sam

So why make it public at all? Couldn’t someone use it for bad purposes?

Amy

That’s another concern. PaliGemma 2 is available on platforms like Hugging Face, so anyone could fine-tune it for emotion detection. Experts worry about how this tech could be abused, especially against marginalized groups.

Sam

It sounds like there are more risks than benefits right now. Shouldn’t companies wait until the tech is better understood?

Amy

Many experts agree with you. They say responsible AI development means thinking about the consequences from day one and being transparent about limitations. Releasing something like this without strong safeguards could lead to real harm.

Sam

I guess it’s not just about whether AI can do something, but whether it should.

Amy

Exactly. Just because we can teach AI to detect emotions doesn’t mean we’re ready for the risks it brings. It’s a question of ethics, not just technology.