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Instant NGP

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Github

Instant NGP or Instant NeRF from NVIDIA created the ability to rapidly train NeRFs.

Location

Santa Clara, CA

Size

Total raised

Public

Hiring?

Platform

Desktop (Windows & Linux)

GPU

NVIDIA GPU + CUDA required

Pricing

Free

License

NVIDIA Source Code License

Best for

Fast local NeRF training

Updated

July 2026

Instant NGP is a platform created by NVIDIA and is based upon their paper “Instant Neural Graphics Primitives with a Multiresolution Hash Encoding”

It can be installed from their Github page here.

Instant NGP went on to win SIGGRAPH 2022 paper of the year and was additionally one of Time Magazine's top inventions of 2022.

FAQ

What is Instant NGP?

Instant NGP is a NeRF platform created by NVIDIA Labs from the paper Instant Neural Graphics Primitives with a Multiresolution Hash Encoding.

Is there a Instant NGP app?

There is no Instant-NGP app. It can be found and downloaded straight from the NVLabs Github.

Is Instant NeRF Free?

Instant-NGP is 100% free!

How many photos do I need for NeRF?

There’s no set minimum or maximum for the number of photos. Their Github page recommends 50-150, but it’s more important to have good parallax and coverage of the subject. I have seen very strong NeRFs with >50 images. Make sure that you don’t use too many images for your computer to handle with our VRAM Calculator!

How long does it take to train a NeRF?

The time will range based upon the NeRF that you are trying to create, but on average, a usable result should be shown within 5 minutes of launching the program.

How do I save a NeRF in Instant NGP?

Underneath the Snapshot tab, click on Save. I would recommend you spam it a few times, as it can take a couple clicks occasionally. Before you close out the window, I would make sure that within the folder with the transform.json, there is also a base.msgpack file. That file is the saved version, NOT the transform.json

How do I load a saved NeRF?

Once you have launched the GUI, from the same Snapshot tab, where you saved the base.msgpack, you can hit load and it will load it. As a note, you will need to recheck any other adjustments you made such as training method, near distance, or batch size.

Instant NGP is a platform created by NVIDIA and is based upon their paper “Instant Neural Graphics Primitives with a Multiresolution Hash Encoding”

It can be installed from their Github page here.

Instant NGP went on to win SIGGRAPH 2022 paper of the year and was additionally one of Time Magazine's top inventions of 2022.

FAQ

What is Instant NGP?

Instant NGP is a NeRF platform created by NVIDIA Labs from the paper Instant Neural Graphics Primitives with a Multiresolution Hash Encoding.

Is there a Instant NGP app?

There is no Instant-NGP app. It can be found and downloaded straight from the NVLabs Github.

Is Instant NeRF Free?

Instant-NGP is 100% free!

How many photos do I need for NeRF?

There’s no set minimum or maximum for the number of photos. Their Github page recommends 50-150, but it’s more important to have good parallax and coverage of the subject. I have seen very strong NeRFs with >50 images. Make sure that you don’t use too many images for your computer to handle with our VRAM Calculator!

How long does it take to train a NeRF?

The time will range based upon the NeRF that you are trying to create, but on average, a usable result should be shown within 5 minutes of launching the program.

How do I save a NeRF in Instant NGP?

Underneath the Snapshot tab, click on Save. I would recommend you spam it a few times, as it can take a couple clicks occasionally. Before you close out the window, I would make sure that within the folder with the transform.json, there is also a base.msgpack file. That file is the saved version, NOT the transform.json

How do I load a saved NeRF?

Once you have launched the GUI, from the same Snapshot tab, where you saved the base.msgpack, you can hit load and it will load it. As a note, you will need to recheck any other adjustments you made such as training method, near distance, or batch size.

Frequently Asked Questions

Is Instant NGP free?

Yes, completely free. There is no standalone app — you download one-click Windows executables matched to your GPU series, or build from source on Linux, via the NVlabs GitHub. It ships under NVIDIA's source code license.

Do I need an NVIDIA GPU?

Yes. An NVIDIA GPU with CUDA is required to install and run Instant NGP. Around 50–150 photos with good parallax and coverage are recommended per capture.

How fast is Instant NGP?

A usable NeRF typically appears within about five minutes of launching the program. The 2.0 release added just-in-time compilation through tiny-cuda-nn, increasing rendering rates roughly 5x and pushing NeRFs into real-time.

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