[HTML][HTML] Data augmentation: A comprehensive survey of modern approaches

A Mumuni, F Mumuni - Array, 2022 - Elsevier
To ensure good performance, modern machine learning models typically require large
amounts of quality annotated data. Meanwhile, the data collection and annotation processes …

A complete survey on generative ai (aigc): Is chatgpt from gpt-4 to gpt-5 all you need?

C Zhang, C Zhang, S Zheng, Y Qiao, C Li… - arxiv preprint arxiv …, 2023 - arxiv.org
As ChatGPT goes viral, generative AI (AIGC, aka AI-generated content) has made headlines
everywhere because of its ability to analyze and create text, images, and beyond. With such …

Magic3d: High-resolution text-to-3d content creation

CH Lin, J Gao, L Tang, T Takikawa… - Proceedings of the …, 2023 - openaccess.thecvf.com
Recently, DreamFusion demonstrated the utility of a pretrained text-to-image diffusion model
to optimize Neural Radiance Fields (NeRF), achieving remarkable text-to-3D synthesis …

Instant neural graphics primitives with a multiresolution hash encoding

T Müller, A Evans, C Schied, A Keller - ACM transactions on graphics …, 2022 - dl.acm.org
Neural graphics primitives, parameterized by fully connected neural networks, can be costly
to train and evaluate. We reduce this cost with a versatile new input encoding that permits …

Tensorf: Tensorial radiance fields

A Chen, Z Xu, A Geiger, J Yu, H Su - European conference on computer …, 2022 - Springer
We present TensoRF, a novel approach to model and reconstruct radiance fields. Unlike
NeRF that purely uses MLPs, we model the radiance field of a scene as a 4D tensor, which …

Score jacobian chaining: Lifting pretrained 2d diffusion models for 3d generation

H Wang, X Du, J Li, RA Yeh… - Proceedings of the …, 2023 - openaccess.thecvf.com
A diffusion model learns to predict a vector field of gradients. We propose to apply chain rule
on the learned gradients, and back-propagate the score of a diffusion model through the …

K-planes: Explicit radiance fields in space, time, and appearance

S Fridovich-Keil, G Meanti… - Proceedings of the …, 2023 - openaccess.thecvf.com
We introduce k-planes, a white-box model for radiance fields in arbitrary dimensions. Our
model uses d-choose-2 planes to represent a d-dimensional scene, providing a seamless …

Hexplane: A fast representation for dynamic scenes

A Cao, J Johnson - … of the IEEE/CVF Conference on …, 2023 - openaccess.thecvf.com
Modeling and re-rendering dynamic 3D scenes is a challenging task in 3D vision. Prior
approaches build on NeRF and rely on implicit representations. This is slow since it requires …

Get3d: A generative model of high quality 3d textured shapes learned from images

J Gao, T Shen, Z Wang, W Chen… - Advances In …, 2022 - proceedings.neurips.cc
As several industries are moving towards modeling massive 3D virtual worlds, the need for
content creation tools that can scale in terms of the quantity, quality, and diversity of 3D …

Latent-nerf for shape-guided generation of 3d shapes and textures

G Metzer, E Richardson, O Patashnik… - Proceedings of the …, 2023 - openaccess.thecvf.com
Text-guided image generation has progressed rapidly in recent years, inspiring major
breakthroughs in text-guided shape generation. Recently, it has been shown that using …