Method

Semantic Guided Depth Net [SDNet]
https://arxiv.org/abs/1907.10659

Submitted on 10 Apr. 2019 12:07 by
Matthias Ochs (Goethe Universität Frankfurt am Main)

Running time:0.2 s
Environment:GPU @ 2.5 Ghz (C/C++)

Method Description:
This network estimates the depth and the semantic
labels simultaneously. We use the ASPP module from
DeepLabv3+ to extract dense feature to estimate
these values. The predicted depths are discretized
to depth class labels.
Parameters:
Base LR: 0.0002
Depth classes: 128
Latex Bibtex:
@InProceedings{OchsKretzMester2019,
author = {Ochs, Matthias and Kretz, Adrian
and Mester, Rudolf},
title = {{SDNet}: Semantic Guided Depth
Estimation Network},
booktitle = {German Conference on Pattern
Recognition (GCPR)},
year = {2019}
}

Detailed Results

This page provides detailed results for the method(s) selected. For the first 20 test images, the percentage of erroneous pixels is depicted in the table. We use the error metric described in Sparsity Invariant CNNs (THREEDV 2017), which considers a pixel to be correctly estimated if the disparity or flow end-point error is <3px or <5% (for scene flow this criterion needs to be fulfilled for both disparity maps and the flow map). Underneath, the left input image, the estimated results and the error maps are shown (for disp_0/disp_1/flow/scene_flow, respectively). The error map uses the log-color scale described in Sparsity Invariant CNNs (THREEDV 2017), depicting correct estimates (<3px or <5% error) in blue and wrong estimates in red color tones. Dark regions in the error images denote the occluded pixels which fall outside the image boundaries. The false color maps of the results are scaled to the largest ground truth disparity values / flow magnitudes.

Test Set Average

SILog sqErrorRel absErrorRel iRMSE
Error 14.68 3.90 12.31 15.96
This table as LaTeX

Test Image 0

SILog sqErrorRel absErrorRel iRMSE
Error 10.33 1.43 7.29 7.85
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 1

SILog sqErrorRel absErrorRel iRMSE
Error 18.92 5.67 13.20 23.37
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 2

SILog sqErrorRel absErrorRel iRMSE
Error 28.47 12.00 27.24 36.48
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 3

SILog sqErrorRel absErrorRel iRMSE
Error 11.93 3.26 12.50 20.48
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 4

SILog sqErrorRel absErrorRel iRMSE
Error 20.27 3.75 15.30 21.65
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 5

SILog sqErrorRel absErrorRel iRMSE
Error 15.48 2.19 10.18 16.02
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 6

SILog sqErrorRel absErrorRel iRMSE
Error 14.80 2.39 9.54 12.02
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 7

SILog sqErrorRel absErrorRel iRMSE
Error 14.75 6.37 18.32 24.60
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 8

SILog sqErrorRel absErrorRel iRMSE
Error 19.07 10.24 26.33 32.65
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 9

SILog sqErrorRel absErrorRel iRMSE
Error 17.30 3.41 12.03 16.31
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 10

SILog sqErrorRel absErrorRel iRMSE
Error 7.02 0.83 5.90 7.38
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 11

SILog sqErrorRel absErrorRel iRMSE
Error 23.77 16.65 33.54 34.10
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 12

SILog sqErrorRel absErrorRel iRMSE
Error 6.57 1.35 9.21 7.78
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 13

SILog sqErrorRel absErrorRel iRMSE
Error 10.26 1.64 6.99 6.83
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 14

SILog sqErrorRel absErrorRel iRMSE
Error 2.36 0.07 1.79 2.83
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 15

SILog sqErrorRel absErrorRel iRMSE
Error 14.60 4.86 12.65 32.06
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 16

SILog sqErrorRel absErrorRel iRMSE
Error 13.59 2.25 8.48 7.93
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 17

SILog sqErrorRel absErrorRel iRMSE
Error 27.04 9.95 19.54 33.54
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 18

SILog sqErrorRel absErrorRel iRMSE
Error 34.62 11.83 28.44 40.51
This table as LaTeX

Input Image

D1 Result

D1 Error


Test Image 19

SILog sqErrorRel absErrorRel iRMSE
Error 22.41 8.54 22.96 29.65
This table as LaTeX

Input Image

D1 Result

D1 Error




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