[HTML][HTML] Deep learning in optical metrology: a review

C Zuo, J Qian, S Feng, W Yin, Y Li, P Fan… - Light: Science & …, 2022 - nature.com
With the advances in scientific foundations and technological implementations, optical
metrology has become versatile problem-solving backbones in manufacturing, fundamental …

Nerf: Neural radiance field in 3d vision, a comprehensive review

K Gao, Y Gao, H He, D Lu, L Xu, J Li - arxiv preprint arxiv:2210.00379, 2022 - arxiv.org
Neural Radiance Field (NeRF), a new novel view synthesis with implicit scene
representation has taken the field of Computer Vision by storm. As a novel view synthesis …

2d gaussian splatting for geometrically accurate radiance fields

B Huang, Z Yu, A Chen, A Geiger, S Gao - ACM SIGGRAPH 2024 …, 2024 - dl.acm.org
3D Gaussian Splatting (3DGS) has recently revolutionized radiance field reconstruction,
achieving high quality novel view synthesis and fast rendering speed. However, 3DGS fails …

Neuralangelo: High-fidelity neural surface reconstruction

Z Li, T Müller, A Evans, RH Taylor… - Proceedings of the …, 2023 - openaccess.thecvf.com
Neural surface reconstruction has been shown to be powerful for recovering dense 3D
surfaces via image-based neural rendering. However, current methods struggle to recover …

Syncdreamer: Generating multiview-consistent images from a single-view image

Y Liu, C Lin, Z Zeng, X Long, L Liu, T Komura… - arxiv preprint arxiv …, 2023 - arxiv.org
In this paper, we present a novel diffusion model called that generates multiview-consistent
images from a single-view image. Using pretrained large-scale 2D diffusion models, recent …

Mvsplat: Efficient 3d gaussian splatting from sparse multi-view images

Y Chen, H Xu, C Zheng, B Zhuang, M Pollefeys… - … on Computer Vision, 2024 - Springer
We introduce MVSplat, an efficient model that, given sparse multi-view images as input,
predicts clean feed-forward 3D Gaussians. To accurately localize the Gaussian centers, we …

Iterative geometry encoding volume for stereo matching

G Xu, X Wang, X Ding, X Yang - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Abstract Recurrent All-Pairs Field Transforms (RAFT) has shown great potentials in
matching tasks. However, all-pairs correlations lack non-local geometry knowledge and …

Magic123: One image to high-quality 3d object generation using both 2d and 3d diffusion priors

G Qian, J Mai, A Hamdi, J Ren, A Siarohin, B Li… - arxiv preprint arxiv …, 2023 - arxiv.org
We present Magic123, a two-stage coarse-to-fine approach for high-quality, textured 3D
meshes generation from a single unposed image in the wild using both2D and 3D priors. In …

Bevdepth: Acquisition of reliable depth for multi-view 3d object detection

Y Li, Z Ge, G Yu, J Yang, Z Wang, Y Shi… - Proceedings of the AAAI …, 2023 - ojs.aaai.org
In this research, we propose a new 3D object detector with a trustworthy depth estimation,
dubbed BEVDepth, for camera-based Bird's-Eye-View~(BEV) 3D object detection. Our work …

Fsgs: Real-time few-shot view synthesis using gaussian splatting

Z Zhu, Z Fan, Y Jiang, Z Wang - European conference on computer vision, 2024 - Springer
Novel view synthesis from limited observations remains a crucial and ongoing challenge. In
the realm of NeRF-based few-shot view synthesis, there is often a trade-off between the …