On the Selection of Transmitted Views for Decoder-Side Depth Estimation
The selection of optimal views for transmission is critical for the coding efficiency of the MPEG Immersive Video (MIV) profile of Decoder-Side Depth Estimation (DSDE).
Dominika Klóska +3 more
doaj +5 more sources
On Alpha-Expansion-Based Graph-Cut Optimization for Decoder-Side Depth Estimation
In order to achieve high realism an acceptable level of user experience in immersive videos, it is crucial to provide both the best possible quality of depth maps and minimize computational time.
Dawid Mieloch +2 more
doaj +5 more sources
Motion Compensation-based Low-Complexity Decoder Side Depth Estimation for MPEG Immersive Video [PDF]
Decoder-Side Depth Estimation (DSDE) is a system firstly enabled in the novel MPEG Immersive Video (MIV) coding standard. In DSDE, only texture components are coded, while the depth is estimated at the decoder-side. This is motivated by previous work, which has shown high coding gain and pixel rate savings in DSDE. However, the computational complexity
Thomas Maugey +2 more
exaly +4 more sources
Recursive block splitting in feature-driven decoder-side depth estimation [PDF]
This paper presents a study on the use of encoder-derived features in decoder-side depth estimation. The scheme of multiview video encoding does not require the transmission of depth maps (which carry the geometry of a three-dimensional scene) as only a ...
Błażej Szydełko +4 more
doaj +2 more sources
Overview and Efficiency of Decoder-Side Depth Estimation in MPEG Immersive Video
Joel Jung +2 more
exaly +3 more sources
Constructing 3D Object Detectors Based on Deformable Convolutional Guided Depths
This paper introduces a depth-guided 3D object detection method that enhances the feature extraction capability of the backbone network through weak supervision. It combines large kernel convolution, global response normalization, and layer normalization
Xinwang Zheng +3 more
doaj +1 more source
Light Attention Encoder-Decoder for Cattle Body Segmentation and Body Weight Estimation. [PDF]
Mann SS +5 more
europepmc +1 more source
Geometric Feature Relationship-Based Knowledge Distillation for Ground Reaction Force Estimation. [PDF]
Lim H +5 more
europepmc +1 more source
Improving dual-panel in-beam PET imaging for proton therapy monitoring using 3D U-Net. [PDF]
Mu D +11 more
europepmc +1 more source
WeatherMono: A CNN-Transformer Architecture for Self-Supervised Monocular Depth Estimation in Rainy and Foggy Conditions. [PDF]
Qiu Y.
europepmc +1 more source

