MicroDiffusion: Implicit Representation-Guided Diffusion for 3D ...
2024年3月16日 · Volumetric optical microscopy using non-diffracting beams enables rapid imaging of 3D volumes by projecting them axially to 2D images but lacks crucial depth information. Addressing this, we introduce MicroDiffusion, a pioneering tool facilitating high-quality, depth-resolved 3D volume reconstruction from limited 2D projections.
CVPR'24 | 从有限的2D显微投影到高清3D重建 - 知乎
2024年3月21日 · MicroDiffusion是一种创新的3D重建框架，旨在解决快速体积成像和生物医学研究中对深度丰富可视化的需求。 该框架巧妙地结合了Implicit Neural Representation (INR)和Diffusion Models，利用有限的2D投影重建高分辨率的3D图像，显著增强了光学显微镜的成像能力。
Volumetric optical microscopy using non-diffracting beams enables rapid imaging of 3D volumes by projecting them axially to 2D images but lacks crucial depth informa-tion. Addressing this, we introduce MicroDiffusion, a pi-oneering tool facilitating high-quality, depth-resolved 3D volume reconstruction from limited 2D projections.
MicroDiffusion: Implicit Representation-Guided Diffusion for 3D ...
MicroDiffusion is a new technology that helps create clear 3D images from flat 2D pictures taken by special types of microscopes. Traditional methods are slow and lose depth details, but MicroDiffusion combines two techniques to speed up image …
MicroDiffusion/README.md at main · UCSC-VLAA/MicroDiffusion - GitHub
Volumetric optical microscopy using non-diffracting beams enables rapid imaging of 3D volumes by projecting them axially to 2D images but lacks crucial depth information. Addressing this, we introduce MicroDiffusion, a pioneering tool facilitating high-quality, depth-resolved 3D volume reconstruction from limited 2D projections.
[2403.10815] MicroDiffusion: Implicit Representation-Guided …
2024年3月16日 · Abstract: Volumetric optical microscopy using non-diffracting beams enables rapid imaging of 3D volumes by projecting them axially to 2D images but lacks crucial depth information. Addressing this, we introduce MicroDiffusion, a pioneering tool facilitating high-quality, depth-resolved 3D volume reconstruction from limited 2D projections.
CVPR'24 | 从有限的2D显微投影到高清3D重建 - 哔哩哔哩
MicroDiffusion是一种创新的3D重建框架，旨在解决快速体积成像和生物医学研究中对深度丰富可视化的需求。 该框架巧妙地结合了Implicit Neural Representation (INR)和Diffusion Models，利用有限的2D投影重建高分辨率的3D图像，显著增强了光学显微镜的成像能力。
MicroDiffusion: Implicit Representation-Guided Diffusion for 3D ...
本文介绍了一种名为MicroDiffusion的新型工具，它可以从有限的二维投影中高质量地、深度分辨地重建三维体积。 使用非衍射光束的体积光学显微镜可以将三维体积沿轴向投影到二维图像中，但缺乏关键的深度信息。
MicroDiffusion: Implicit Representation-Guided Diffusion for 3D ...
By conditioning the diffusion model on the closest 2D projection, MicroDiffusion substantially enhances fidelity in resulting 3D reconstructions, surpassing INR and standard DDPM outputs with unparalleled image quality and structural fidelity.
In this supplementary material, we detail the metrics we used in Sec. 1, including SSIM in Sec. 1.1, PSNR in Sec. 1.2, DICE in Sec. 1.3. Furthermore, we conduct an ablation study to find the best interpolation rate in Sec. 2.