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References (51)

[1]
GaussGym: An open-source real-to-sim framework for learning locomotion from pixels
2025Alejandro Escontrela, Justin Kerr et al.
[2]
SimULi: Real-Time LiDAR and Camera Simulation with Unscented Transforms
2025Haithem Turki, Qi Wu et al.
[3]
GenCompositor: Generative Video Compositing with Diffusion Transformer
2025Shuzhou Yang, Xiaoyu Li et al.
[4]
Controllable Weather Synthesis and Removal with Video Diffusion Models
2025Chih-hao Lin, Zian Wang et al.
[5]
FlowR: Flowing from Sparse to Dense 3D Reconstructions
2025Tobias Fischer, S. R. Bulò et al.
[6]
Wan: Open and Advanced Large-Scale Video Generative Models
2025Ang Wang, Baole Ai et al.
[7]
VACE: All-in-One Video Creation and Editing
2025Zeyinzi Jiang, Zhen Han et al.
[8]
Difix3D+: Improving 3D Reconstructions with Single-Step Diffusion Models
2025Jay Zhangjie Wu, Yuxuan Zhang et al.
[9]
Qwen2.5-VL Technical Report
2025Shuai Bai, Keqin Chen et al.
[10]
DiffusionRenderer: Neural Inverse and Forward Rendering with Video Diffusion Models
2025Ruofan Liang, Zan Gojcic et al.
[11]
Cosmos World Foundation Model Platform for Physical AI
2025Nvidia Niket Agarwal, Arslan Ali et al.
[12]
3DGUT: Enabling Distorted Cameras and Secondary Rays in Gaussian Splatting
2024Qi Wu, J. M. Esturo et al.
[13]
HUGSIM: A Real-Time, Photo-Realistic and Closed-Loop Simulator for Autonomous Driving
2024Hongyu Zhou, Longzhong Lin et al.
[14]
3DGS-Enhancer: Enhancing Unbounded 3D Gaussian Splatting with View-consistent 2D Diffusion Priors
2024Xi Liu, Chaoyi Zhou et al.
[15]
OmniRe: Omni Urban Scene Reconstruction
2024Ziyu Chen, Jiawei Yang et al.
[16]
SAM 2: Segment Anything in Images and Videos
2024Nikhila Ravi, Valentin Gabeur et al.
[17]
Video Harmonization with Triplet Spatio-Temporal Variation Patterns
2024Zonghui Guo, Xinyu Han et al.
[18]
CAT3D: Create Anything in 3D with Multi-View Diffusion Models
2024Ruiqi Gao, Aleksander Holynski et al.
[19]
Scaling Rectified Flow Transformers for High-Resolution Image Synthesis
2024Patrick Esser, Sumith Kulal et al.
[20]
Relightful Harmonization: Lighting-Aware Portrait Background Replacement
2023Mengwei Ren, Wei Xiong et al.

Showing 20 of 51 references

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2.5

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