Multi-condition guided depth map completion method based on diffusion model

Ren Qian; Wenfeng Qiu; Wenbang Yang; Jianhua Li; Xin’an Wang; Yong Zhao

doi:10.1117/12.3009213

11 October 2023 Multi-condition guided depth map completion method based on diffusion model

Ren Qian, Wenfeng Qiu, Wenbang Yang, Jianhua Li, Xin’an Wang, Yong Zhao

Proceedings Volume 12918, Fourth International Conference on Computer Science and Communication Technology (ICCSCT 2023); 129182D (2023) https://doi.org/10.1117/12.3009213
Event: International Conference on Computer Science and Communication Technology (ICCSCT 2023), 2023, Wuhan, China

Abstract

The diffusion model has been widely applied in various aspects of artificial intelligence due to its flexible and diverse generative performance. However, there is a lack of research on applying diffusion models in the field of depth map restoration. This is primarily because the diverse generation capabilities are not sufficient to meet the requirements for depth map completion. Depth map completion requires rational completion in the current scene. In order to adapt diffusion models for depth map completion tasks, this paper proposes the Multi Condition Diffusion Model (MCDM). It allows the addition of conditional information to constrain the model’s rational completion of ill-regions. The MultiConditionLN module effectively adds multiple conditions to the depth map completion task. This module uses the completion region mask and the input image as conditions to constrain the model’s generation process. This enables the model to complete the regions that need restoration based on the scene of the input image. The proposed model achieves promising results on depth map datasets.

Citation Download Citation

Ren Qian, Wenfeng Qiu, Wenbang Yang, Jianhua Li, Xin’an Wang, and Yong Zhao "Multi-condition guided depth map completion method based on diffusion model", Proc. SPIE 12918, Fourth International Conference on Computer Science and Communication Technology (ICCSCT 2023), 129182D (11 October 2023); https://doi.org/10.1117/12.3009213

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
7 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Depth maps

Diffusion

Data modeling

Image restoration

Process modeling

Performance modeling

Visual process modeling

Show All Keywords

Keywords/Phrases

Search In:

Publication Years