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Twitter's automatic cropping of images had underlying issues that favoured white individuals over black people, and women over men, the company said.

It comes months after its users highlighted potential problems with the algorithm, which cropped large photos. The social network's follow-up research has now confirmed the problem.

Twitter said it has already started phasing out the older system, with an update to mobile apps that gave more accurate image previews. Under the old system, the algorithm would do its best to centre the view of very tall or wide Cockatiels for sale in ny in a way that would frame people's faces or other interesting parts of the image.

But it did not always work perfectly. In September last year, a university employee noticed that when he posted two photos - one of himself and one of a colleague - Twitter's Date hookup Deer park Washington consistently showed the white man over the black man, no matter which photo was added to the tweet first.

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Other users discovered the pattern held true for images of former US President Barack Obama and Senator Mitch McConnnell, or for stock images of businessmen of difference racial backgrounds. When both were in the same image, Horny women in west leesburgms preview crop appeared to favour white faces, hiding the black faces until users clicked through to the full photo.

Twitter reacted quickly, explaining that it had tested for these kinds of problems with its machine learning system before releasing it - but acknowledged that more work had to be done, and promised a fix. Internet dating addiction men company revealed the in a detailed engineering blog post on Wednesday.

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The problem was with its "saliency algorithm" which it released in to crop images. The algorithm was "trained on human eye-tracking data", Twitter explained, but the cause of the apparent issues may be down to several complicated factors.

In testing, compared to a chance of "demographic parity", it found:. The team also tested for allegations of the "male gaze" effect - where images of women were cropped to the chest or legs rather than a face.

But in that instance, the test they ran did not find evidence of bias. She pointed to the recent rollout of a true-to-life crop preview, which also no longer crops "standard" or aspect ratio photos.

Racial bias

In a statement to CNNa Twitter spokesperson clarified that while the initial change was on mobile apps - where the problem was first reported - the company plans to remove the algorithmic cropping from the website version of Looking for elegance and romance in the coming months. Twitter investigates racial bias in image previews.

The algorithms that make decisions about your life. Home Office drops 'racist' visa decision algorithm.

Face-scanning 'criminal predictor' sparks bias row. Racial bias. Twitter investigates racial bias in image previews The algorithms that make decisions about your life.

The BBC is not responsible for the content of external sites. View original tweet on Twitter.

Photographs of african americans during the civil war: a list of images in the civil war photograph collection

Related Topics. Twitter Artificial intelligence Social media.

More on this story. Published 21 September Published 17 August Published 4 August Published 24 June