Scene Generation

62 papers with code • 5 benchmarks • 8 datasets

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Libraries

Use these libraries to find Scene Generation models and implementations
3 papers
1,307

WcDT: World-centric Diffusion Transformer for Traffic Scene Generation

yangchen1997/wcdt 2 Apr 2024

To enhance the scene diversity and stochasticity, the historical trajectory data is first preprocessed and encoded into latent space using Denoising Diffusion Probabilistic Models (DDPM) enhanced with Diffusion with Transformer (DiT) blocks.

12
02 Apr 2024

Towards Realistic Scene Generation with LiDAR Diffusion Models

hancyran/lidar-diffusion 31 Mar 2024

In this paper, we propose LiDAR Diffusion Models (LiDMs) to generate LiDAR-realistic scenes from a latent space tailored to capture the realism of LiDAR scenes by incorporating geometric priors into the learning pipeline.

51
31 Mar 2024

SemCity: Semantic Scene Generation with Triplane Diffusion

zoomin-lee/semcity 12 Mar 2024

In this paper, we concentrate on generating a real-outdoor scene through learning a diffusion model on a real-world outdoor dataset.

109
12 Mar 2024

WoVoGen: World Volume-aware Diffusion for Controllable Multi-camera Driving Scene Generation

fudan-zvg/wovogen 5 Dec 2023

Generating multi-camera street-view videos is critical for augmenting autonomous driving datasets, addressing the urgent demand for extensive and varied data.

67
05 Dec 2023

Pyramid Diffusion for Fine 3D Large Scene Generation

Yuheng-SWJTU/pyramid-discrete-diffusion 20 Nov 2023

Directly transferring the 2D techniques to 3D scene generation is challenging due to significant resolution reduction and the scarcity of comprehensive real-world 3D scene datasets.

26
20 Nov 2023

High-fidelity Person-centric Subject-to-Image Synthesis

codegoat24/face-diffuser 17 Nov 2023

Specifically, we first develop two specialized pre-trained diffusion models, i. e., Text-driven Diffusion Model (TDM) and Subject-augmented Diffusion Model (SDM), for scene and person generation, respectively.

14
17 Nov 2023

LLM Blueprint: Enabling Text-to-Image Generation with Complex and Detailed Prompts

hananshafi/llmblueprint 16 Oct 2023

Diffusion-based generative models have significantly advanced text-to-image generation but encounter challenges when processing lengthy and intricate text prompts describing complex scenes with multiple objects.

46
16 Oct 2023

RoomDesigner: Encoding Anchor-latents for Style-consistent and Shape-compatible Indoor Scene Generation

zhao-yiqun/roomdesigner 16 Oct 2023

Indoor scene generation aims at creating shape-compatible, style-consistent furniture arrangements within a spatially reasonable layout.

20
16 Oct 2023

CityDreamer: Compositional Generative Model of Unbounded 3D Cities

hzxie/CityDreamer 1 Sep 2023

3D city generation is a desirable yet challenging task, since humans are more sensitive to structural distortions in urban environments.

483
01 Sep 2023

On the Generation of a Synthetic Event-Based Vision Dataset for Navigation and Landing

europeanspaceagency/trajectory-to-events 1 Aug 2023

We anticipate that novel event-based vision datasets can be generated using this pipeline to support various spacecraft pose reconstruction problems given events as input, and we hope that the proposed methodology would attract the attention of researchers working at the intersection of neuromorphic vision and guidance navigation and control.

1
01 Aug 2023