nv-researchs.md

NVidia Research

SIGGRAPH-2022-papers

Computer Vision

nvdiffrec

• Project link: https://nvlabs.github.io/nvdiffrec
• Paper link: https://nvlabs.github.io/nvdiffrec/assets/paper.pdf
• Dataset: NeRF datasets.
• Code: https://nvlabs.github.io/nvdiffrec/

nvdiffmodeling

• Video: https://d1qx31qr3h6wln.cloudfront.net/publications/autolod_video.mp4
• Paper: https://research.nvidia.com/publication/2021-04_appearance-driven-automatic-3d-model-simplification
• Code: https://github.com/NVlabs/nvdiffmodeling

Instant NGP

TBA

CVPR 2022 Tutorial on Denoising Diffusion Models

denoising diffusion models: a new class of emerging generative models that is used at the core of the recent text-to-image generation technologies such as DALLE-2 by OpenAI and Imagen by Google.

CVPR 2022 tutorial on this topic:

• Video: https://www.youtube.com/watch?v=cS6JQpEY9cs
• Slides and additional info: https://cvpr2022-tutorial-diffusion-models.github.io/
• Brief:
  • 4-hour tutorial
  • discrete-time diffusion models and their differential equation-based formulation
  • advanced topics: accelerated sampling to conditional and unconditional high-resolution image synthesis
  • computer vision applications with diffusion models