Scene Generation

26 papers with code • 4 benchmarks • 4 datasets

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Latest papers with code

Semantic Palette: Guiding Scene Generation with Class Proportions

valeoai/SemanticPalette CVPR 2021

Despite the recent progress of generative adversarial networks (GANs) at synthesizing photo-realistic images, producing complex urban scenes remains a challenging problem.

Data Augmentation Image Generation +1

3
03 Jun 2021

GENESIS-V2: Inferring Unordered Object Representations without Iterative Refinement

applied-ai-lab/genesis 20 Apr 2021

Moreover, object representations are often inferred using RNNs which do not scale well to large images or iterative refinement which avoids imposing an unnatural ordering on objects in an image but requires the a priori initialisation of a fixed number of object representations.

Image Generation Latent Variable Models +4

51
20 Apr 2021

Unconstrained Scene Generation with Locally Conditioned Radiance Fields

apple/ml-gsn 1 Apr 2021

In this paper, we introduce Generative Scene Networks (GSN), which learns to decompose scenes into a collection of many local radiance fields that can be rendered from a free moving camera.

Scene Generation

58
01 Apr 2021

Generative Adversarial Transformers

dorarad/gansformer 1 Mar 2021

We introduce the GANformer, a novel and efficient type of transformer, and explore it for the task of visual generative modeling.

Image Generation Scene Generation

725
01 Mar 2021

SceneFormer: Indoor Scene Generation with Transformers

cy94/sceneformer 17 Dec 2020

In contrast, we do not use any appearance information, and implicitly learn object relations using the self-attention mechanism of transformers.

Scene Generation

71
17 Dec 2020

pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis

lucidrains/pi-GAN-pytorch CVPR 2021

We have witnessed rapid progress on 3D-aware image synthesis, leveraging recent advances in generative visual models and neural rendering.

Image Generation Neural Rendering +1

78
02 Dec 2020

Funnel Activation for Visual Recognition

megvii-model/FunnelAct ECCV 2020

We present a conceptually simple but effective funnel activation for image recognition tasks, called Funnel activation (FReLU), that extends ReLU and PReLU to a 2D activation by adding a negligible overhead of spatial condition.

Scene Generation Semantic Segmentation

162
23 Jul 2020

End-to-End Optimization of Scene Layout

aluo-x/3D_SLN CVPR 2020

Experiments suggest that our model achieves higher accuracy and diversity in conditional scene synthesis and allows exemplar-based scene generation from various input forms.

Indoor Scene Reconstruction Indoor Scene Synthesis +2

29
23 Jul 2020

GRAF: Generative Radiance Fields for 3D-Aware Image Synthesis

autonomousvision/graf NeurIPS 2020

In contrast to voxel-based representations, radiance fields are not confined to a coarse discretization of the 3D space, yet allow for disentangling camera and scene properties while degrading gracefully in the presence of reconstruction ambiguity.

Image Generation Novel View Synthesis +1

183
05 Jul 2020

RELATE: Physically Plausible Multi-Object Scene Synthesis Using Structured Latent Spaces

hyenal/relate NeurIPS 2020

We present RELATE, a model that learns to generate physically plausible scenes and videos of multiple interacting objects.

Scene Generation

26
02 Jul 2020