Method

FlowNetS+ft [FlowNetS+ft]
http://lmb.informatik.uni-freiburg.de/resources/software.php

Submitted on 20 Apr. 2015 14:28 by
Philipp Fischer (University of Freiburg)

Running time:0.08 s
Environment:GPU @ 1.0 Ghz (C/C++)

Method Description:
FlowNetS+ft
Parameters:
none
Latex Bibtex:
@InProceedings{Dosovitskiy2015ICCV,
Title = {FlowNet: Learning Optical Flow with Convolutional Networks},
Author = {A. Dosovitskiy and P. Fischer and E. Ilg and P. Haeusser and C. Hazirbas and V. Golkov and P. v.d. Smagt and D. Cremers and T. Brox},
Booktitle = ICCV,
Year = {2015}
}

Detailed Results

This page provides detailed results for the method(s) selected. For each of the first 20 test images, the number of erroneous pixels at all thresholds is depicted in the table. Underneath, the left input image, the disparity / end-point error map and the estimated (and interpolated) disparity / optical flow map are shown. The error map scales linearly between 0 (black) and >=5 (white) pixels error. Red denotes all occluded pixels, falling outside the image boundaries. The false color map is scaled to the largest ground truth disparity / flow value.

Test Set Average

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 49.33 % 55.34 % 5.0 px 9.1 px
3 pixels 37.05 % 44.49 % 5.0 px 9.1 px
4 pixels 29.36 % 37.56 % 5.0 px 9.1 px
5 pixels 24.11 % 32.67 % 5.0 px 9.1 px
This table as LaTeX

Reflective Regions

This table as LaTeX

Test Image 0

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 45.27 % 52.98 % 4.4 px 7.6 px
3 pixels 33.53 % 42.59 % 4.4 px 7.6 px
4 pixels 27.24 % 36.94 % 4.4 px 7.6 px
5 pixels 23.09 % 33.19 % 4.4 px 7.6 px
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Test Image 1

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 47.57 % 54.64 % 3.2 px 4.1 px
3 pixels 35.82 % 44.15 % 3.2 px 4.1 px
4 pixels 27.31 % 36.18 % 3.2 px 4.1 px
5 pixels 20.92 % 29.67 % 3.2 px 4.1 px
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Test Image 2

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 50.91 % 58.67 % 3.4 px 5.9 px
3 pixels 39.11 % 48.47 % 3.4 px 5.9 px
4 pixels 31.64 % 41.91 % 3.4 px 5.9 px
5 pixels 25.47 % 36.42 % 3.4 px 5.9 px
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Test Image 3

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 52.25 % 59.95 % 3.2 px 5.7 px
3 pixels 36.39 % 46.34 % 3.2 px 5.7 px
4 pixels 23.36 % 34.78 % 3.2 px 5.7 px
5 pixels 16.62 % 27.98 % 3.2 px 5.7 px
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Test Image 4

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 42.21 % 47.09 % 3.1 px 3.7 px
3 pixels 29.47 % 34.60 % 3.1 px 3.7 px
4 pixels 22.25 % 27.26 % 3.1 px 3.7 px
5 pixels 17.87 % 22.61 % 3.1 px 3.7 px
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Test Image 5

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 55.35 % 62.34 % 6.3 px 13.1 px
3 pixels 43.02 % 51.79 % 6.3 px 13.1 px
4 pixels 35.95 % 45.49 % 6.3 px 13.1 px
5 pixels 31.55 % 41.55 % 6.3 px 13.1 px
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Test Image 6

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 43.70 % 50.83 % 3.4 px 5.1 px
3 pixels 33.31 % 41.56 % 3.4 px 5.1 px
4 pixels 26.12 % 34.93 % 3.4 px 5.1 px
5 pixels 21.12 % 30.05 % 3.4 px 5.1 px
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Test Image 7

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 52.83 % 60.66 % 6.0 px 12.2 px
3 pixels 41.56 % 51.26 % 6.0 px 12.2 px
4 pixels 33.36 % 44.42 % 6.0 px 12.2 px
5 pixels 28.06 % 39.91 % 6.0 px 12.2 px
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Test Image 8

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 69.98 % 75.35 % 7.7 px 19.0 px
3 pixels 55.24 % 63.26 % 7.7 px 19.0 px
4 pixels 44.84 % 54.69 % 7.7 px 19.0 px
5 pixels 38.20 % 49.19 % 7.7 px 19.0 px
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Test Image 9

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 48.54 % 56.13 % 4.6 px 8.5 px
3 pixels 37.05 % 45.90 % 4.6 px 8.5 px
4 pixels 27.85 % 37.54 % 4.6 px 8.5 px
5 pixels 21.36 % 31.48 % 4.6 px 8.5 px
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Test Image 10

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 56.13 % 63.86 % 6.9 px 15.4 px
3 pixels 43.09 % 53.10 % 6.9 px 15.4 px
4 pixels 34.56 % 46.07 % 6.9 px 15.4 px
5 pixels 29.15 % 41.62 % 6.9 px 15.4 px
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Test Image 11

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 42.86 % 51.72 % 2.9 px 6.0 px
3 pixels 26.39 % 37.62 % 2.9 px 6.0 px
4 pixels 17.47 % 29.20 % 2.9 px 6.0 px
5 pixels 11.39 % 22.51 % 2.9 px 6.0 px
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Test Image 12

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 56.27 % 63.22 % 4.9 px 9.1 px
3 pixels 42.47 % 51.60 % 4.9 px 9.1 px
4 pixels 32.49 % 43.06 % 4.9 px 9.1 px
5 pixels 25.92 % 37.43 % 4.9 px 9.1 px
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Test Image 13

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 47.85 % 54.05 % 6.4 px 11.5 px
3 pixels 35.19 % 42.84 % 6.4 px 11.5 px
4 pixels 30.56 % 38.67 % 6.4 px 11.5 px
5 pixels 26.79 % 35.27 % 6.4 px 11.5 px
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Test Image 14

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 61.65 % 68.18 % 9.6 px 17.2 px
3 pixels 51.68 % 59.89 % 9.6 px 17.2 px
4 pixels 45.17 % 54.51 % 9.6 px 17.2 px
5 pixels 39.88 % 50.00 % 9.6 px 17.2 px
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Test Image 15

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 70.46 % 75.54 % 6.8 px 12.4 px
3 pixels 59.53 % 66.14 % 6.8 px 12.4 px
4 pixels 51.66 % 59.06 % 6.8 px 12.4 px
5 pixels 45.93 % 53.75 % 6.8 px 12.4 px
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Test Image 16

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 58.07 % 62.26 % 4.0 px 6.6 px
3 pixels 43.13 % 48.84 % 4.0 px 6.6 px
4 pixels 31.96 % 38.57 % 4.0 px 6.6 px
5 pixels 21.18 % 28.10 % 4.0 px 6.6 px
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Test Image 17

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 56.89 % 63.63 % 3.9 px 8.1 px
3 pixels 42.57 % 51.55 % 3.9 px 8.1 px
4 pixels 32.27 % 42.81 % 3.9 px 8.1 px
5 pixels 25.03 % 36.18 % 3.9 px 8.1 px
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Test Image 18

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 58.86 % 62.91 % 6.0 px 9.9 px
3 pixels 38.61 % 44.51 % 6.0 px 9.9 px
4 pixels 29.86 % 36.60 % 6.0 px 9.9 px
5 pixels 23.74 % 30.98 % 6.0 px 9.9 px
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Test Image 19

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 39.35 % 45.75 % 2.6 px 3.8 px
3 pixels 25.95 % 33.19 % 2.6 px 3.8 px
4 pixels 18.00 % 25.21 % 2.6 px 3.8 px
5 pixels 12.58 % 19.65 % 2.6 px 3.8 px
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