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What is 3D Gaussian Splatting?
š DALL-E 3 is coming
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Welcome to another edition of VP Land.
Two things are all over my feed right now:
3D Gaussian Splatting vs NeRF
DALL-E 3 vs Midjourney
So letās jump into both (and more)!
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MAIN STAGE
3D Gaussian Splatting: A New Way to Capture Photorealistic Scenes
![](https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f71e67d4-37a9-4d70-a079-c9209c05ceee/_Sept.21._002.png)
Watch out NeRF, thereās a new way to scan and digitize the world: 3D Gaussian Splatting.
As a refresher, NeRFs (neural radiance field) are a way to generate photorealistic 3D scenes from a partial set of 2D images.
Corridor Digital has a really great video demoing NeRFs and tools have been adapting it for use in virtual production, such as Volinga's integration with disguise, which we covered previously.
Whatās 3D Gaussian Splatting?
![](https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/388604b6-12f6-478d-9e9d-4f8e88160617/single-gaussian.png)
Single rasterized Gaussian, with a border. Source: Dylan Ebert on Hugging Face
Traditional computer graphics rasterize images by drawing lots and lots of triangles. Now, replace the triangle with a Gaussian.
A Gaussian has data such as
Position: XYZ data
Covariance: how itās scaled in a 3x3 matrix
Color: RGB data
Alpha: Transparency
Now combine millions of Gaussians with all their data, generated from a sample of images. Thatās 3D Gaussian Splatting.
This simple explanation comes from a post from Dylan Ebert on Hugging Face, which also goes into detail about how to make one.
He also created a great 2-minute explanation and demo:
a two minute explanation of 3D Gaussian Splatting
ā dylan (@dylan_ebert_)
12:59 AM ā¢ Aug 31, 2023
What are the benefits?
A lot faster than NeRFs. In this demo from Bilawal Sidhu, he was able to fly around a scene at about 100fps. The same scene as a NeRF would take about 10 seconds per frame.
You can still get photorealistic effects, such as surfaces changing color depending on the angle viewed at. According to Sidhu, āIt doesn't use a neural network, but the training loop is similar to deep learning.ā
Direct Editing: Select, move, delete, and relight the scene.
This LinkedIn post from Tristan Cezair has an extensive comparison of 3DGS vs NeRF.
One thing - it can be resource-intensive.
High VRAM usage (4GB to view, 12GB to train)
Large scene size (more than 1GB)
Keep an eye out for easier workflows and existing (or new) tools to adapt this model. Jonathan Stephens has a tutorial on how to create a 3D Gaussian Splat in Unity.
Random: Is it a coincidence that all these 3D rendering models have names that sound like they came from the 90s? NeRF and Nerf. Splatting and Nickelodeon. Gaussian Splat sounds like a Double Dare or Guts challenge.
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SECOND UNIT
DALL-E 3 is coming. And itāll be inside ChatGPT.
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Sam Altman dropped the news that DALL-E 3 is coming in the next few weeks to ChatGPT Plus and enterprise users.
DALLĀ·E 3 understands significantly more nuance and detail than our previous systems, allowing you to easily translate your ideas into exceptionally accurate images.
Altmanās tweet had a comic that he says all came from one prompt.
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What really stood out was the prompt had some text that should be in the imageā¦and the output rendered the text! Getting text to display has always been a huge challenge when working in Midjourney.
For a side-by-side comparison of DALL-E 3 & Midjourney with the same prompts, check out this thread:
"A modern architectural building with large glass windows, situated on a cliff overlooking a serene ocean at sunset."
DALLā¢E 3 (left)
Midjourney (right)ā Nick St. Pierre (@nickfloats)
8:26 PM ā¢ Sep 20, 2023
Besides being (what looks like) a much-improved model, one of the biggest improvements will be how you use it: right inside ChatGPT.
In the same conversation, you can generate images and text outputs. Thereās a preview of what this looks like on the DALL-E 3 landing page.
But donāt count Midjourney out just yet. According to Nick St. Pierre, āv6 is apparently going to bring a HUGE leap in natural language understanding.ā
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