Depth Map Upsampling Method Based on Shortest Joint Path

A depth map and path technology, which is applied in the field of 2D to 3D and depth image upsampling, can solve the problems of unclear edges of high-resolution depth images, information transmission is not global, and color image information cannot be fully utilized, so as to reduce computing power. Complexity, saving time, and avoiding duplication of operations

Active Publication Date: 2019-04-23
XIDIAN UNIV
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Problems solved by technology

[0007] Although the above-mentioned algorithms can obtain better upsampling results in homogeneous areas, they cannot make full use of color image information and the information transmission is not global, resulting in unclear edges of high-resolution depth images.

Method used

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  • Depth Map Upsampling Method Based on Shortest Joint Path
  • Depth Map Upsampling Method Based on Shortest Joint Path
  • Depth Map Upsampling Method Based on Shortest Joint Path

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Embodiment Construction

[0035] Below in conjunction with accompanying drawing, specific embodiment and effect of the present invention are described in further detail:

[0036] refer to figure 1 , the implementation steps of the present invention are as follows:

[0037] Step 1, input high-resolution color image I and low-resolution depth image D L , mark the seed point and target point.

[0038] Input test set, including high-resolution color map I and low-resolution depth map D L , the low-resolution depth map D L Corresponding to the high-resolution grid with the same resolution as the color image I, the high-resolution image D to be filled is obtained u ;

[0039] will be filled image D u Points lacking depth information in are used as target points to be filled, namely {x|D u (x)=0}, take the point with depth information as the seed point, ie {y|D u (y)≠0}, the purpose of upsampling is to fill the target point with the depth value of the seed point.

[0040] The test set used in this ex...

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Abstract

The invention gives a depth image up-sampling method based on a shortest combined path, and mainly solves the problem of depth edge blur and depth blending in an up-sampling depth image obtained in the prior art. The depth map up-sampling method comprises the following implementation steps: 1) inputting a high-resolution color image and a corresponding low-resolution depth image, causing the low-resolution depth image to correspond to a high-resolution grid to obtain a high-resolution depth image to be filled; 2) calculating four components including Euclidean distance, color difference, gradient difference and boundary, and carrying out weighting on the four components to define the shortest combined path; 3) adopting a global traversal search algorithm to find a seed point which has the shortest combined path to each target point; and 4) endowing the corresponding target point with the depth value of the searched seed point to finish the depth image up-sampling so as to obtain the high-resolution depth image. By use of the depth map up-sampling method, the up-sampling depth image with a clear edge can be quickly and efficiently generated, an up-sampling result is stable under different amplification multiples, and the depth map up-sampling method can be used for a 2D (Two-dimensional) to 3D (Three-dimensional) technology and stereotelevisions.

Description

technical field [0001] The invention belongs to the technical field of image processing, and in particular relates to a depth image upsampling method, which can be used for converting 2D to 3D and stereoscopic television. Background technique [0002] Because 3D video can provide an immersive virtual environment, it is considered to be the main development trend of future multimedia. Depth plays an important role in 3D applications such as human-computer interaction and 3D reconstruction, and the real-time capture of depth images has received extensive attention. However, the production cost of the depth sensor is high, and the improvement rate of its resolution is far lower than the market demand, so it is necessary to obtain a high-resolution depth map through some 3D technologies. The traditional methods mainly include laser scanning method and passive stereo vision method. The former has high requirements on equipment and cannot achieve real-time capture. The latter can...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F16/51
CPCG06F16/51
Inventor 焦李成乔伊果侯彪杨淑媛刘红英曹向海马文萍马晶晶张丹霍丽娜
Owner XIDIAN UNIV
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