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# Automatic Image Enhancement Algorithms
Google RAISR can Zoom and Enhance Digital Images

By Joey Haar | Published 2016-11-16 | Tech
Source: Trend Hunter, https://www.trendhunter.com/trends/google-raisr
References: [digitaltrends](http://www.digitaltrends.com/computing/google-raisr-upscale/?utm_source=feedly&utm_medium=webfeeds) & [research.googleblog](https://research.googleblog.com/2016/11/enhance-raisr-sharp-images-with-machine.html)

[Google](https://www.trendhunter.com/trends/google-ai-magic-editor) RAISR is a new piece of deep learning software that turns a previously corny-seeming trope into a possibility. Fans of procedural crime dramas will no doubt be familiar with the stock scene in which a detective continually zooms in and enhances an images to see impossibly fine details. While this cliche was once teased in the computer science and photography communities, Google RAISR is bringing it closer to a realistic scenario.

The RAISR system [upscales images](https://www.trendhunter.com/trends/arm-ai-upscaler) without using aliasing, resulting in clear and undistorted zoom on images. The RAISR system works through the use of machine learning; Google effectively teaches the algorithm what finer-quality images look like, and RAISR can then automatically apply those lessons to new images.

Though [image enhancement](https://www.trendhunter.com/trends/photo-enhancers) isn't new, the RAISR system is the first to do so while also resizing the image -- plus, it works as much as 100 times faster than competing algorithms.

## Trend Insights (Trend Hunter)

- Score: 3.7/10
- Popularity: 39% | Activity: 63% | Freshness: 8%
- Audience gender: 50% men, 50% women
- Primary generations: Millennial, Gen X
- Top markets: North America

## Categories

[Trend Hunter](https://www.trendhunter.com/trends) > [Tech](https://www.trendhunter.com/tech) > [AI](https://www.trendhunter.com/ai)

## Key Themes

### What's Driving This Trend

- **Automatic Image Enhancement:** Disruptive innovation opportunity: Develop AI-powered software that enhances images automatically and at a faster speed.
- **Deep Learning Algorithms:** Disruptive innovation opportunity: Create advanced machine learning algorithms that can teach themselves to enhance image quality.
- **Realistic Image Upscaling:** Disruptive innovation opportunity: Invent a technology that can accurately upscale images without distortion or aliasing.

### Who This Affects Most

- **Computer Vision:** Disruptive innovation opportunity: Revolutionize computer vision technology by integrating AI-powered image enhancement algorithms.
- **Photography:** Disruptive innovation opportunity: Develop image editing software that automatically enhances image quality while resizing.
- **Artificial Intelligence:** Disruptive innovation opportunity: Pioneer the use of deep learning algorithms in various industries, including image enhancement and resizing.

## Related on Trend Hunter

- [Automated Image Enhancers](https://www.trendhunter.com/trends/easy-photo-upscale.md)
- [Resolution-Improving Editing Features](https://www.trendhunter.com/trends/enhance-super-resolution-feature.md)
- [AI-Powered Photo Enlargement Software](https://www.trendhunter.com/trends/photo-enlargement.md)
- [AI-Powered High-Res Editing Tools](https://www.trendhunter.com/trends/videogigagan.md)
- [AI Photo Enhancers](https://www.trendhunter.com/trends/photo-enhancer.md)
- [AI-Powered Image Enhancers](https://www.trendhunter.com/trends/samsung-galaxy-enhancex-ai.md)
- [AI-Enhanced Map Apps](https://www.trendhunter.com/trends/satlas-ai.md)
- [AI Photo Extenders](https://www.trendhunter.com/trends/free-image-extender-tool.md)
- [Digital Image Enhancement Technologies](https://www.trendhunter.com/trends/digital-image-enhancement.md)
