Method

WCT [WCT]
[Anonymous Submission]

Submitted on 6 May. 2018 14:11 by
[Anonymous Submission]

Running time:9 s
Environment:2 cores @ 2.5 Ghz (C/C++)

Method Description:
We proposed a weighted correlation transform to reveal
the correlated influence of illumination variations.
Moreover, an energy optimization procedure is
introduced to constrain the minimization of the data
energy with the non-local regularization.
Parameters:
lambda=12
Latex Bibtex:

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 Object Scene Flow for Autonomous Vehicles (CVPR 2015), 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 Object Scene Flow for Autonomous Vehicles (CVPR 2015), 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

Error Fl-bg Fl-fg Fl-all
All / All 34.01 27.48 32.92
All / Est 34.01 27.48 32.92
Noc / All 23.33 23.09 23.29
Noc / Est 23.33 23.09 23.29
This table as LaTeX

Test Image 0

Error Fl-bg Fl-fg Fl-all
All / All 15.60 39.66 18.90
All / Est 15.60 39.66 18.90
Noc / All 7.75 39.66 12.59
Noc / Est 7.75 39.66 12.59
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 1

Error Fl-bg Fl-fg Fl-all
All / All 13.51 48.56 17.42
All / Est 13.51 48.56 17.42
Noc / All 5.06 48.56 10.43
Noc / Est 5.06 48.56 10.43
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 2

Error Fl-bg Fl-fg Fl-all
All / All 28.49 28.01 28.47
All / Est 28.49 28.01 28.47
Noc / All 14.76 28.01 15.53
Noc / Est 14.76 28.01 15.53
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 3

Error Fl-bg Fl-fg Fl-all
All / All 48.33 90.97 52.27
All / Est 48.33 90.97 52.27
Noc / All 36.76 87.95 41.17
Noc / Est 36.76 87.95 41.17
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 4

Error Fl-bg Fl-fg Fl-all
All / All 44.11 40.68 43.54
All / Est 44.11 40.68 43.54
Noc / All 33.51 40.25 34.77
Noc / Est 33.51 40.25 34.77
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 5

Error Fl-bg Fl-fg Fl-all
All / All 25.47 0.01 23.18
All / Est 25.47 0.01 23.18
Noc / All 15.18 0.01 13.62
Noc / Est 15.18 0.01 13.62
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 6

Error Fl-bg Fl-fg Fl-all
All / All 33.27 2.16 29.99
All / Est 33.27 2.16 29.99
Noc / All 24.17 2.16 21.55
Noc / Est 24.17 2.16 21.55
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 7

Error Fl-bg Fl-fg Fl-all
All / All 0.25 100.00 19.78
All / Est 0.25 100.00 19.78
Noc / All 0.25 100.00 18.90
Noc / Est 0.25 100.00 18.90
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 8

Error Fl-bg Fl-fg Fl-all
All / All 1.28 8.30 2.57
All / Est 1.28 8.30 2.57
Noc / All 1.28 8.30 2.57
Noc / Est 1.28 8.30 2.57
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 9

Error Fl-bg Fl-fg Fl-all
All / All 1.17 69.43 18.61
All / Est 1.17 69.43 18.61
Noc / All 1.17 69.43 18.61
Noc / Est 1.17 69.43 18.61
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 10

Error Fl-bg Fl-fg Fl-all
All / All 22.22 19.23 21.54
All / Est 22.22 19.23 21.54
Noc / All 9.52 19.23 12.04
Noc / Est 9.52 19.23 12.04
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 11

Error Fl-bg Fl-fg Fl-all
All / All 22.74 22.77 22.75
All / Est 22.74 22.77 22.75
Noc / All 12.78 22.68 14.77
Noc / Est 12.78 22.68 14.77
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 12

Error Fl-bg Fl-fg Fl-all
All / All 32.46 5.96 30.68
All / Est 32.46 5.96 30.68
Noc / All 19.88 5.96 18.78
Noc / Est 19.88 5.96 18.78
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 13

Error Fl-bg Fl-fg Fl-all
All / All 32.15 43.12 33.50
All / Est 32.15 43.12 33.50
Noc / All 18.15 31.66 19.72
Noc / Est 18.15 31.66 19.72
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 14

Error Fl-bg Fl-fg Fl-all
All / All 32.78 5.40 32.31
All / Est 32.78 5.40 32.31
Noc / All 20.00 5.40 19.70
Noc / Est 20.00 5.40 19.70
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 15

Error Fl-bg Fl-fg Fl-all
All / All 59.40 25.77 56.35
All / Est 59.40 25.77 56.35
Noc / All 47.91 25.77 45.37
Noc / Est 47.91 25.77 45.37
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 16

Error Fl-bg Fl-fg Fl-all
All / All 50.83 68.53 53.44
All / Est 50.83 68.53 53.44
Noc / All 37.60 68.53 43.17
Noc / Est 37.60 68.53 43.17
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 17

Error Fl-bg Fl-fg Fl-all
All / All 56.88 51.26 56.30
All / Est 56.88 51.26 56.30
Noc / All 45.32 51.26 46.09
Noc / Est 45.32 51.26 46.09
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 18

Error Fl-bg Fl-fg Fl-all
All / All 49.32 100.00 73.40
All / Est 49.32 100.00 73.40
Noc / All 32.50 100.00 51.12
Noc / Est 32.50 100.00 51.12
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 19

Error Fl-bg Fl-fg Fl-all
All / All 55.44 58.76 55.82
All / Est 55.44 58.76 55.82
Noc / All 41.34 58.76 43.86
Noc / Est 41.34 58.76 43.86
This table as LaTeX

Input Image

Flow Result

Flow Error




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