Method

Dense spatial transform flow[mv][st] [DSTflow]
[Anonymous Submission]

Submitted on 14 Sep. 2016 10:44 by
[Anonymous Submission]

Running time:0.07 s
Environment:GPU @ 2.5 Ghz (C/C++)

Method Description:
unsupervised optical flow method
Parameters:
alpha=1
Latex Bibtex:
11

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 38.84 36.82 38.50
All / Est 38.84 36.82 38.50
Noc / All 27.71 32.71 28.62
Noc / Est 27.71 32.71 28.62
This table as LaTeX

Test Image 0

Error Fl-bg Fl-fg Fl-all
All / All 31.99 85.20 39.29
All / Est 31.99 85.20 39.29
Noc / All 23.59 85.20 32.93
Noc / Est 23.59 85.20 32.93
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 1

Error Fl-bg Fl-fg Fl-all
All / All 30.76 59.16 33.93
All / Est 30.76 59.16 33.93
Noc / All 22.37 59.16 26.92
Noc / Est 22.37 59.16 26.92
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 2

Error Fl-bg Fl-fg Fl-all
All / All 49.37 33.76 48.61
All / Est 49.37 33.76 48.61
Noc / All 38.81 33.76 38.51
Noc / Est 38.81 33.76 38.51
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 3

Error Fl-bg Fl-fg Fl-all
All / All 48.15 83.90 51.45
All / Est 48.15 83.90 51.45
Noc / All 35.94 78.51 39.61
Noc / Est 35.94 78.51 39.61
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 4

Error Fl-bg Fl-fg Fl-all
All / All 43.40 85.31 50.35
All / Est 43.40 85.31 50.35
Noc / All 32.21 84.80 42.04
Noc / Est 32.21 84.80 42.04
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 5

Error Fl-bg Fl-fg Fl-all
All / All 26.76 0.00 24.35
All / Est 26.76 0.00 24.35
Noc / All 15.00 0.00 13.45
Noc / Est 15.00 0.00 13.45
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 6

Error Fl-bg Fl-fg Fl-all
All / All 42.97 0.25 38.47
All / Est 42.97 0.25 38.47
Noc / All 34.62 0.25 30.53
Noc / Est 34.62 0.25 30.53
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 7

Error Fl-bg Fl-fg Fl-all
All / All 4.38 96.38 22.39
All / Est 4.38 96.38 22.39
Noc / All 4.38 96.17 21.54
Noc / Est 4.38 96.17 21.54
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 8

Error Fl-bg Fl-fg Fl-all
All / All 5.60 69.35 17.37
All / Est 5.60 69.35 17.37
Noc / All 5.60 69.35 17.37
Noc / Est 5.60 69.35 17.37
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 9

Error Fl-bg Fl-fg Fl-all
All / All 5.49 73.63 22.90
All / Est 5.49 73.63 22.90
Noc / All 5.49 73.63 22.90
Noc / Est 5.49 73.63 22.90
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 10

Error Fl-bg Fl-fg Fl-all
All / All 30.83 48.12 34.78
All / Est 30.83 48.12 34.78
Noc / All 17.87 48.12 25.73
Noc / Est 17.87 48.12 25.73
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 11

Error Fl-bg Fl-fg Fl-all
All / All 28.76 35.05 29.89
All / Est 28.76 35.05 29.89
Noc / All 17.85 34.98 21.30
Noc / Est 17.85 34.98 21.30
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 12

Error Fl-bg Fl-fg Fl-all
All / All 36.73 18.79 35.52
All / Est 36.73 18.79 35.52
Noc / All 24.26 18.79 23.83
Noc / Est 24.26 18.79 23.83
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 13

Error Fl-bg Fl-fg Fl-all
All / All 31.27 52.04 33.82
All / Est 31.27 52.04 33.82
Noc / All 17.00 38.40 19.49
Noc / Est 17.00 38.40 19.49
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 14

Error Fl-bg Fl-fg Fl-all
All / All 32.36 40.13 32.49
All / Est 32.36 40.13 32.49
Noc / All 18.68 40.13 19.13
Noc / Est 18.68 40.13 19.13
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 15

Error Fl-bg Fl-fg Fl-all
All / All 59.03 7.91 54.40
All / Est 59.03 7.91 54.40
Noc / All 46.63 7.91 42.18
Noc / Est 46.63 7.91 42.18
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 16

Error Fl-bg Fl-fg Fl-all
All / All 55.07 84.40 59.39
All / Est 55.07 84.40 59.39
Noc / All 42.93 84.40 50.39
Noc / Est 42.93 84.40 50.39
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 17

Error Fl-bg Fl-fg Fl-all
All / All 58.11 10.56 53.15
All / Est 58.11 10.56 53.15
Noc / All 46.43 10.56 41.78
Noc / Est 46.43 10.56 41.78
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 18

Error Fl-bg Fl-fg Fl-all
All / All 47.16 99.94 72.23
All / Est 47.16 99.94 72.23
Noc / All 29.08 99.80 48.59
Noc / Est 29.08 99.80 48.59
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 19

Error Fl-bg Fl-fg Fl-all
All / All 57.47 53.72 57.05
All / Est 57.47 53.72 57.05
Noc / All 43.57 53.72 45.04
Noc / Est 43.57 53.72 45.04
This table as LaTeX

Input Image

Flow Result

Flow Error




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