Unsupervised Monocular Depth Estimation From Light Field Image

2020 ◽  
Vol 29 ◽  
pp. 1606-1617 ◽  
Author(s):  
Wenhui Zhou ◽  
Enci Zhou ◽  
Gaomin Liu ◽  
Lili Lin ◽  
Andrew Lumsdaine
Keyword(s):  
Light Field ◽  
Depth Estimation ◽  
Light Field Image ◽  
Monocular Depth

scholarly journals Attention-Based View Selection Networks for Light-Field Disparity Estimation

2020 ◽  
Vol 34 (07) ◽  
pp. 12095-12103
Author(s):  
Yu-Ju Tsai ◽  
Yu-Lun Liu ◽  
Ming Ouhyoung ◽  
Yung-Yu Chuang
Keyword(s):  
Light Field ◽  
State Of The Art ◽  
Depth Estimation ◽  
Disparity Estimation ◽  
View Selection ◽  
Deep Network ◽  
Depth Maps ◽  
Improve Accuracy ◽  
Light Field Image ◽  
Symmetric Property

This paper introduces a novel deep network for estimating depth maps from a light field image. For utilizing the views more effectively and reducing redundancy within views, we propose a view selection module that generates an attention map indicating the importance of each view and its potential for contributing to accurate depth estimation. By exploring the symmetric property of light field views, we enforce symmetry in the attention map and further improve accuracy. With the attention map, our architecture utilizes all views more effectively and efficiently. Experiments show that the proposed method achieves state-of-the-art performance in terms of accuracy and ranks the first on a popular benchmark for disparity estimation for light field images.

Defocusing Response Function Optimization in Depth Estimation of Boundary Complex Light Field Image

2020 ◽  
Vol 57 (18) ◽  
pp. 181027
Author(s):  
武迎春 Wu Yingchun ◽  
程星 Cheng Xing ◽  
谢颖贤 Xie Yingxian ◽  
王安红 Wang Anhong
Keyword(s):  
Response Function ◽  
Light Field ◽  
Depth Estimation ◽  
Function Optimization ◽  
Boundary Complex ◽  
Light Field Image

scholarly journals Depth Estimation From a Light Field Image Pair With a Generative Model

IEEE Access ◽  
2019 ◽  
Vol 7 ◽  
pp. 12768-12778 ◽  
Author(s):  
Tao Yan ◽  
Fan Zhang ◽  
Yiming Mao ◽  
Hongbin Yu ◽  
Xiaohua Qian ◽  
...  
Keyword(s):  
Light Field ◽  
Depth Estimation ◽  
Generative Model ◽  
Image Pair ◽  
Light Field Image

Depth Estimation Method of Light Field Image Based on Occlusion Scene

2020 ◽  
Vol 40 (5) ◽  
pp. 0510002
Author(s):  
刘晓旻 Liu Xiaomin ◽  
杜梦珠 Du Mengzhu ◽  
马治邦 Ma Zhibang ◽  
朱云飞 Zhu Yunfei ◽  
陈澎勃 Chen Pengbo ◽  
...  
Keyword(s):  
Light Field ◽  
Estimation Method ◽  
Depth Estimation ◽  
Light Field Image

Geometric Occlusion Analysis in Depth Estimation Using Integral Guided Filter for Light-Field Image

2017 ◽  
Vol 26 (12) ◽  
pp. 5758-5771 ◽  
Author(s):  
Hao Sheng ◽  
Shuo Zhang ◽  
Xiaochun Cao ◽  
Yajun Fang ◽  
Zhang Xiong
Keyword(s):  
Light Field ◽  
Depth Estimation ◽  
Guided Filter ◽  
Light Field Image

scholarly journals P‐8.2: Anti‐occlusion depth estimation method based on multi‐clue fusion for light field image

2021 ◽  
Vol 52 (S1) ◽  
pp. 560-560
Author(s):  
Liu Xiaomin ◽  
Du Mengzhu ◽  
Zang Huaping ◽  
Ma Zhibang ◽  
Zhu Yunfei ◽  
...  
Keyword(s):  
Light Field ◽  
Estimation Method ◽  
Depth Estimation ◽  
Light Field Image

Unsupervised Monocular Depth Estimation for Autonomous Driving

2019 ◽  
pp. 128
Author(s):  
Chih-Shuan Huang ◽  
Wan-Nung Tsung ◽  
Wei-Jong Yang ◽  
Chin-Hsing Chen
Keyword(s):  
Depth Estimation ◽  
Autonomous Driving ◽  
Monocular Depth
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