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How Photoshop’s new Neural Filters harness AI to generate new pixels

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Adobe today launched a new AI-powered workspace for Photoshop that can apply a range of different effects and filters to photos within seconds.

The first of these so-called Neural Filters are Skin Smoothing, which automatically removes blemishes, skin spots, and acne with one click, and Style Transfer, which applies a range of artistic styles to images.

The Neural Filters use machine learning powered by Adobe Sensei.

Adobe’s also released six beta filters that the company aims to improve through feedback from users. A particularly striking beta filter is Smart Portrait, which uses a neural network to transform features including a subject’s age, expression, pose, and lighting.

Credit: Adobe
Head and gaze sliders turned the pirate’s head and eyes to the right, while an increase on the anger slider added a snarl.

Adobe is far from the only company using filters in photo-editing. But the new features harness a novel combination of face segmentation algorithms and generative adversarial networks (GANs) to accelerate the workflow.

“With GANs, what we’re introducing for the first time, is the capability to generate new pixels,” Alexandru Costin, VP of Engineering for Abobe Creative Cloud, told TNW.

[Read: All the new AI-powered features Adobe announced for its creative suite]

Skin smoothing, for example, was previously done in Photoshop by copying and pasting pixels, a time-consuming process that didn’t always produce realistic-looking results. The new filter is instead trained on tens of thousands of before and after images that enable it to produce new pixels for different situations.

The Neural Filters can also add new features that didn’t exist in the original images, such as teeth that are generated from a GAN to give the subject a smile.

Credit: Adobe
Previous methods of adding a smile used pixels from the original image.

Adobe collaborated with Nvidia to develop the Neural Filters, and then reduced the model’s biases, such as ethnicity and age, by adding another 130,000 stock images to the training dataset. Users who spot any remaining biases can provide feedback and an anonymized image to Adobe that can be added to the training dataset.

After retraining the model, Adobe incorporated high-resolution techniques from Photoshop to improve the quality of the output.

The end result is a platform that should make a lot of image edits a whole lot easier. Photoshop 22.0 customers can try it out by opening the app and clicking Filters > Neural Filters.

Published October 20, 2020 — 17:42 UTC

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Charge Your Phone Wirelessly With 50% off a Multifunctional LED Lamp

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Best Tech DealsBest Tech DealsThe best tech deals from around the web, updated daily.

White Wireless Charge Lamp | $18 | Amazon | Clip coupon + code ABC88699
Black Wireless Charger Lamp | $20 | Amazon | Promo code ABC88699

When you’re ready to turn in for the night, you don’t want to forget to charge your phone— especially if your mobile device doubles as your alarm clock.

With this wireless charger lamp, you can make this crucial step of your nightly routine even easier by just setting your phone on the wireless charging pad and… well, that’s all there is to it!

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Other functions include multiple lighting modes as well as a sleep timer option for auto shut-off of the light after 30 or 60 minutes.

This lamp can be yours in white for $18 if you clip the coupon on Amazon (it’s below the original $40 price) and add promo code ABC88699 at checkout.

You can snag the black version for $20 using the same code—no coupon though, sorry.

Don’t sleep on this deal! Who knows how long stock or the coupon code will last?

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Keep That Hotdish Hot With 65% Off a Luncia Casserole Carrier, Only $11 With Promo Code

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Best Home DealsBest Home DealsThe best home, kitchen, smart home, and automotive deals from around the web, updated daily.

Luncia Double-Decker Dish Carrier | $11 | Amazon | Promo code SDDU9S7F

It has been a long time since the days we could safely have a potluck or other gatherings, but we have a fantastic deal perfect for once those times return. These double-decker Luncia dish carriers can be had for 65% off when you add promo code SDDU9S7F at checkout and clip the coupon on the site (it’s just below the price). These holders fit 9″x 13″ sized baking dishes.

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That means you can insulate and keep two dishes of food warm for only $11 instead of $30. What’s more, your Luncia carrier will arrive by Christmas if you order today as a Prime member.

Just add promo code SDDU9S7F and clip the 5% off coupon to bring the price down to $11 for the blue or the grey option.

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Grab this offer while it’s still around!


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Conquer Your Pup’s Dander and Fur With $700 Off a Cobalt or Charcoal Bobsweep PetHair Plus Robot Vacuum

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Best Home DealsBest Home DealsThe best home, kitchen, smart home, and automotive deals from around the web, updated daily.

Bobsweep PetHair Plus Robot Vacuum & Mop (Cobalt) | $200 | Best Buy

Bobsweep PetHair Plus Robot Vacuum & Mop (Charcoal) | $200 | Best Buy

Allergies can be bad enough as the seasons change. Don’t let pet hair and dander add to that by vacuuming it up early and often. That chore is easier said than done— unless you have a robot vacuum to do the work for you. This lovely bright cobalt Bobsweep PetHair Plus robot vacuum and mop, only $200 today at Best Buy seems like an ideal option. That’s a whopping $700 off, by the way.

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You can get the same deal for the charcoal version of the robot vac, too. This model is not only specially made for picking up pet hair, it self docks and charges when it’s finished with the work.

It also comes with a mop attachment, so it can take care of those kitchen floors for you as well. Grab it while it’s still available for this fantastic price!

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