What Is 3D Photography? 🎑 | Summary and Q&A

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December 15, 2020
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Two Minute Papers
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What Is 3D Photography? 🎑

TL;DR

An AI algorithm can create 3D versions of standard color photos taken with a smartphone in just one second.

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Key Insights

  • 🥡 An AI algorithm can create 3D versions of standard color photos taken with a smartphone.
  • đź‘» The algorithm generates a depth map from the color information in the photo, allowing it to understand the 3D layout of the scene.
  • 🎟️ Image inpainting is used to fill in missing regions in the 3D photo.
  • đź“· The technique is not limited to specific phones or cameras and can be applied to photos captured at any time.
  • 🥡 The entire process of generating a 3D photo takes approximately one second.
  • 🤗 This technique opens up possibilities for experiencing plain 2D photos in virtual reality.
  • đź“· The algorithm can create a timeline of 3D photos that can be scrolled through.

Transcript

Dear Fellow Scholars, this is Two Minute Papers with Dr. Károly Zsolnai-Fehér. This is a standard color photo made with a smartphone. Hence, it contains only a 2D representation of the world, and when we look at it, our brain is able to reconstruct the 3D information from it. And I wonder, would it be possible for an AI to do the same, and go all t... Read More

Questions & Answers

Q: How does the AI algorithm create a 3D version of a 2D photo?

The algorithm uses the color information in the photo to create a depth map, which provides information about the distance of objects from the camera. It then uses this depth map to create layers and fill in missing regions with image inpainting.

Q: Do we need a specific type of phone or depth sensor for this technique?

No, any smartphone or camera that can capture color photos can be used with this technique. A depth sensor is not required as the algorithm can generate the depth map from the color information in the photo.

Q: Can old black and white photos be converted into 3D using this technique?

Yes, it is possible to convert black and white photos into 3D using this technique. First, the photo can be colorized using a previous learning-based method, and then the color image can be passed to the 3D generation algorithm to create a 3D version.

Q: How long does it take for the AI algorithm to generate a 3D photo?

The depth estimation step takes a quarter of a second, and the inpainting step takes half a second. Overall, the entire process of generating a 3D photo is done in approximately one second.

Summary & Key Takeaways

  • A new learning-based method is able to generate 3D photos from 2D images taken with a smartphone.

  • The AI algorithm creates a depth map from the color information in the photo, allowing it to understand the spatial layout of the scene.

  • Image inpainting is used to fill in regions that were not visible in the original photo, resulting in a fully 3D image that can be rotated and explored.

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