Scene as occupancy

W Tong, C Sima, T Wang, L Chen… - Proceedings of the …, 2023 - openaccess.thecvf.com
Human driver can easily describe the complex traffic scene by visual system. Such an ability
of precise perception is essential for driver's planning. To achieve this, a geometry-aware …

Open-sourced data ecosystem in autonomous driving: the present and future

H Li, Y Li, H Wang, J Zeng, H Xu, P Cai, L Chen… - arxiv preprint arxiv …, 2023 - arxiv.org
With the continuous maturation and application of autonomous driving technology, a
systematic examination of open-source autonomous driving datasets becomes instrumental …

3d copy-paste: Physically plausible object insertion for monocular 3d detection

Y Ge, HX Yu, C Zhao, Y Guo, X Huang… - Advances in …, 2024 - proceedings.neurips.cc
A major challenge in monocular 3D object detection is the limited diversity and quantity of
objects in real datasets. While augmenting real scenes with virtual objects holds promise to …

Ai-generated images as data source: The dawn of synthetic era

Z Yang, F Zhan, K Liu, M Xu, S Lu - arxiv preprint arxiv:2310.01830, 2023 - arxiv.org
The advancement of visual intelligence is intrinsically tethered to the availability of data. In
parallel, generative Artificial Intelligence (AI) has unlocked the potential to create synthetic …

S-nerf++: Autonomous driving simulation via neural reconstruction and generation

Y Chen, J Zhang, Z **e, W Li, F Zhang, J Lu… - arxiv preprint arxiv …, 2024 - arxiv.org
Autonomous driving simulation system plays a crucial role in enhancing self-driving data
and simulating complex and rare traffic scenarios, ensuring navigation safety. However …

Neural Radiance Field in Autonomous Driving: A Survey

L He, L Li, W Sun, Z Han, Y Liu, S Zheng… - arxiv preprint arxiv …, 2024 - arxiv.org
Neural Radiance Field (NeRF) has garnered significant attention from both academia and
industry due to its intrinsic advantages, particularly its implicit representation and novel view …

EGSRAL: An Enhanced 3D Gaussian Splatting based Renderer with Automated Labeling for Large-Scale Driving Scene

Y Huo, G Jiang, H Wei, J Liu, S Zhang, H Liu… - arxiv preprint arxiv …, 2024 - arxiv.org
3D Gaussian Splatting (3D GS) has gained popularity due to its faster rendering speed and
high-quality novel view synthesis. Some researchers have explored using 3D GS for …

基于神经辐射场的新视角合成研究进展

何高湘, 朱斌, 解博, 陈熠 - Laser & Optoelectronics Progress, 2024 - opticsjournal.net
摘要作为神经渲染领域中备受关注的研究方向之一, 神经辐射场(NeRF) 提供了一种新颖的隐式
三维场景表示方式. 该方法将场景构想为由无数发光粒子组成的介质, 并应用可微分的体积渲染 …

DiffMoCa: Diffusion Model Based Multi-modality Cut and Paste

J Zhang, S Wu, J Gao, F Yu, H Xu, Z Zeng - International Symposium on …, 2024 - Springer
Abstract The Multi-mOdality Cut and pAste (MoCa) method cuts data from other frames and
pastes it onto the current training data frame to increase the number of training object …

Smart Placement Enhanced Vision: Enhancing 3D-Detection With Learned 3D Placement

R Parihar, S Sarkar, S Vora, JN Kundu… - openreview.net
The diversity and scale of annotated real-world 3D datasets limit the performance of
monocular 3D detectors. Although data augmentation holds potential, creating realistic …