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Nearest neighbor depth completion

License: MIT License

Python 100.00%
kitti point-cloud depth-image depth-completion

nearest_neighbor_depth_completion's Introduction

NearestNeighbor Depth Completion

Use Voronoi diagram/nearest neighbor to complete a sparse depth image. Used OpenGL to achieve better performance. This can be used as the most simple basline to compare with. We use KITTI dataset.

Demo

Original sparse depth image

original_sparse_depth

Original RGB

original_rgb

NN depth completion(No use of RGB)

voronoi_completion

Confidence map

completion_confidence_map

Annotated ground truth

annotated_gt

Metrics

Method MAE RMSE
NN completion 434 2225
NN + FCN refined -- 1018

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nearest_neighbor_depth_completion's Issues

what colormap is used for depth completion and its range value ?

Hi, recently I went through your great work and I would like to know what colormap is used for depth completion and its range value means every color in the colormap is referred to some error value, can you tell me the error range value of the color map?
And I appreciate that in your depth completion, you rendered with different colors where there is no valid ground truth point or valid depth point, most of the methods won't do that, I am wondering how to do that! Thanks in advance!

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