A survey on deep generative 3d-aware image synthesis
W ** based on deep learning
Due to the limitations of LiDAR, such as its high cost, short service life and massive volume,
visual sensors with their lightweight and low cost are attracting more and more attention and …
visual sensors with their lightweight and low cost are attracting more and more attention and …
Neural fields in visual computing and beyond
Recent advances in machine learning have led to increased interest in solving visual
computing problems using methods that employ coordinate‐based neural networks. These …
computing problems using methods that employ coordinate‐based neural networks. These …
Next3d: Generative neural texture rasterization for 3d-aware head avatars
Abstract 3D-aware generative adversarial networks (GANs) synthesize high-fidelity and
multi-view-consistent facial images using only collections of single-view 2D imagery …
multi-view-consistent facial images using only collections of single-view 2D imagery …
Advances in neural rendering
Synthesizing photo‐realistic images and videos is at the heart of computer graphics and has
been the focus of decades of research. Traditionally, synthetic images of a scene are …
been the focus of decades of research. Traditionally, synthetic images of a scene are …
Epigraf: Rethinking training of 3d gans
A recent trend in generative modeling is building 3D-aware generators from 2D image
collections. To induce the 3D bias, such models typically rely on volumetric rendering, which …
collections. To induce the 3D bias, such models typically rely on volumetric rendering, which …
Voxgraf: Fast 3d-aware image synthesis with sparse voxel grids
Abstract State-of-the-art 3D-aware generative models rely on coordinate-based MLPs to
parameterize 3D radiance fields. While demonstrating impressive results, querying an MLP …
parameterize 3D radiance fields. While demonstrating impressive results, querying an MLP …
3d-aware image synthesis via learning structural and textural representations
Making generative models 3D-aware bridges the 2D image space and the 3D physical
world yet remains challenging. Recent attempts equip a Generative Adversarial Network …
world yet remains challenging. Recent attempts equip a Generative Adversarial Network …
Discoscene: Spatially disentangled generative radiance fields for controllable 3d-aware scene synthesis
Existing 3D-aware image synthesis approaches mainly focus on generating a single
canonical object and show limited capacity in composing a complex scene containing a …
canonical object and show limited capacity in composing a complex scene containing a …