top of page

News to help your R&D in artificial intelligence, machine learning, robotics, computer vision, smart hardware

As an Amazon Associate I earn

from qualifying purchases

Writer's picturemorrislee

Monocular 3D reconstruction using Chamfer distance twice with CD2

Monocular 3D reconstruction using Chamfer distance twice with CD2


CD2: Fine-grained 3D Mesh Reconstruction With Twice Chamfer Distance

arXiv paper abstract https://arxiv.org/abs/2206.00447



Monocular 3D reconstruction is to reconstruct the shape of object and its other information from a single RGB image.


In 3D reconstruction, polygon mesh ... is the most prevalent expression form obtained from deep learning models.


... state-of-the-art schemes fail to directly generate well-structured meshes ... identify that most meshes have severe Vertices Clustering (VC) and Illegal Twist (IT) problems.


... the inappropriate usage of Chamfer Distance (CD) loss is a root cause of VC and IT problems in deep learning model.


... propose a fine-grained reconstruction method CD2 by employing Chamfer distance twice to perform a plausible and adaptive deformation.


... CD2 directly generates a well-structured mesh and outperforms others in terms of several quantitative metrics.



Please like and share this post if you enjoyed it using the buttons at the bottom!


Stay up to date. Subscribe to my posts https://morrislee1234.wixsite.com/website/contact

Web site with my other posts by category https://morrislee1234.wixsite.com/website



43 views0 comments

Comments


ClickBank paid link

bottom of page