Russ Maschmeyer Profile picture
Design Director, GenAI @Meta. Former product lead XR/AI @Shopify and co-founder @primersupply

Aug 24, 2022, 13 tweets

Could you tell which room was virtual? 👀

Traditional AR can’t tell you how a couch feels. Our team @Shopify explored "Reverse AR" to wrap a virtual room around a real thing. Sit on a couch in-store while seeing it in your space—best of both worlds!

👇 How we built it… 🧵1/12

At home, shoppers scan their space using @Apple’s #RoomPlan or a photogrammetry app like @RealityComposer_ or @Polycam3D. It only takes a few seconds. 🧵2/12

@Apple @Polycam3D In store, shoppers can instantly visualize their room around an object. Computer vision systems identify and segment furniture and people from the video stream and mask them into the virtual room. 🧵3/12

@Apple @Polycam3D Multiplayer allows two connected shoppers to share the same preview, making it easier to collab. Hand and gesture tracking can be used to adjust the orientation and position of the room, creating some mind-bending moments. 🧵4/12

@Apple @Polycam3D First we needed some way to identify and segment furniture from a live camera feed. We played with CV frameworks like YOLOv3 and DeepLabv3, but the segmentation quality didn’t pass the bar for us. 🧵5/12

@Apple @Polycam3D In parallel, we explored RealityKit’s implementation, trying to figure out how @Apple got their segmentation so clean. It looked to us like they were leveraging meshes constructed from LiDAR depth data. 🧵6/12

@Apple @Polycam3D We built a quick demo that generates a mesh when it detects a chair object. Mesh-based segmentation was passable for some furniture pieces, but we weren’t stoked by the effect on many common styles. 🧵7/12

@Apple @Polycam3D We discovered that simple depth-based segmentation provided a much cleaner edge but it didn’t work in many scenarios. To generalize it we’d need to find a way to segment the depth data. 🧵8/12

@Apple @Polycam3D That’s when we realized that we could use depth-buffer segmentation to more cleanly cut objects out of the scene if we had a bounding box to constrain the depth buffer to world space. 🧵9/12

@Apple @Polycam3D After quickly setting up the bounding box, the mask shape can be refreshed every frame from the depth data and produces a fast, clean segmentation. 🧵10/12

@Apple @Polycam3D Now we can apply shader effects for a magical reveal. To position the furniture simply drag the room model around with your finger or use two-fingers to rotate it. 🧵11/12

@Apple @Polycam3D Reverse AR unlocks fun in-store opportunities. In addition to shopper’s homes, merchants could transport shoppers and products anywhere: a Paris flat, a serene mountain cabin in Japan, or next to an infinity pool looking over a desert oasis. 🧵12/12 ✌️

Huge thanks to SobuSobu.com and midcenturymobler.com, two fantastic @Shopify merchants for providing such beautiful shops for our shoots 🙏🙌

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