davemers0160 / dfd

This is a combined repo that all of my depth from defocus (DfD)

Depth from Defocus Repository

This repository is a combination of several depth from defocus projects based on OpenCV and the dlib library.

Dependencies

The code in this repository has the following dependecies:

1. CMake 2.8.12+
2. davemers0160 common code repository
3. davemers0160 dlib-contrib repository
4. dlib library
5. OpenCV v4+

Repository Breakdown

common

This folder contains the project code that is shared between all of the projects.

dfd_dnn_analysis

This folder contains the project code that runs the performance analysis of a given network against a given dataset.

dfd_dnn_trainer

This folder contains the project code that runs the deep learning training of the DfD-Net network.

dfd_graphcuts

This folder contains the project code that applies the graph cuts method to the depth from defocus challenge.

References

When using this work please cite the following:

3-D SCENE RECONSTRUCTION FOR PASSIVE RANGING USING DEPTH FROM DEFOCUS AND DEEP LEARNING

DataCite

Emerson, David Ross (2019): 3-D SCENE RECONSTRUCTION FOR PASSIVE RANGING USING DEPTH FROM DEFOCUS AND DEEP LEARNING. figshare. Thesis. https://doi.org/10.25394/PGS.8938376.v1

BiBtex

@article{Emerson2019,
author = "David Ross Emerson",
title = "{3-D SCENE RECONSTRUCTION FOR PASSIVE RANGING USING DEPTH FROM DEFOCUS AND DEEP LEARNING}",
year = "2019",
month = "10",
url = "https://hammer.figshare.com/articles/3-D_SCENE_RECONSTRUCTION_FOR_PASSIVE_RANGING_USING_DEPTH_FROM_DEFOCUS_AND_DEEP_LEARNING/8938376",
doi = "10.25394/PGS.8938376.v1"
}