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[return to "Imagen, a text-to-image diffusion model"]
1. daenz+b5[view] [source] 2022-05-23 21:20:13
>>kevema+(OP)
>While we leave an in-depth empirical analysis of social and cultural biases to future work, our small scale internal assessments reveal several limitations that guide our decision not to release our model at this time.

Some of the reasoning:

>Preliminary assessment also suggests Imagen encodes several social biases and stereotypes, including an overall bias towards generating images of people with lighter skin tones and a tendency for images portraying different professions to align with Western gender stereotypes. Finally, even when we focus generations away from people, our preliminary analysis indicates Imagen encodes a range of social and cultural biases when generating images of activities, events, and objects. We aim to make progress on several of these open challenges and limitations in future work.

Really sad that breakthrough technologies are going to be withheld due to our inability to cope with the results.

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2. user39+C6[view] [source] 2022-05-23 21:28:28
>>daenz+b5
Translation: we need to hand-tune this to not reflect reality but instead the world as we (Caucasian/Asian male American woke upper-middle class San Fransisco engineers) wish it to be.

Maybe that's a nice thing, I wouldn't say their values are wrong but let's call a spade a spade.

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3. ceejay+A7[view] [source] 2022-05-23 21:33:21
>>user39+C6
"Reality" as defined by the available training set isn't necessarily reality.

For example, Google's image search results pre-tweaking had some interesting thoughts on what constitutes a professional hairstyle, and that searches for "men" and "women" should only return light-skinned people: https://www.theguardian.com/technology/2016/apr/08/does-goog...

Does that reflect reality? No.

(I suspect there are also mostly unstated but very real concerns about these being used as child pornography, revenge porn, "show my ex brutally murdered" etc. generators.)

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4. userbi+og[view] [source] 2022-05-23 22:23:00
>>ceejay+A7
unstated but very real concerns

I say let people generate their own reality. The sooner the masses realise that ceci n'est pas une pipe , the less likely they are to be swayed by the growing un-reality created by companies like Google.

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