[3d] Tamaki (ring) Вђ“ Nekopoi Official

Researchers often use 3D Convolutional Neural Networks (CNNs), like the U-Net architecture, to "paint over" or remove these ring-shaped defects in 3D scans.

A technical or academic paper about "Deep Learning" or "3D Ring Artifacts" in imaging (e.g., this study on 3D CNNs ). [3D] Tamaki (Ring) – NekoPoi

A "papercraft" or physical 3D ring model made of high-quality "deep" paper stock. like the U-Net architecture

Modern papers suggest that using a "multi-scale structural similarity index" (MS-SSIM) helps the AI understand the geometry better, leading to "perfect" visual corrections in 3D models. [3D] Tamaki (Ring) – NekoPoi

Inpainting of Ring Artifacts on Microtomographic Images by 3D CNN