Method

Continual Flow [mv][at] [ContinualFlow_ROB]


Submitted on 6 Jul. 2018 17:56 by
Michal Neoral (CTU in Prague, FEE, Center for Machine Perception)

Running time:0.15 s
Environment:GPU - NVidia 1080Ti

Method Description:
-
Parameters:
The same model is used in all four benchmarks for
Robust Vision Challange

Training data:
FlyingChairs, FlyingThings (subset of Mayers SF
dataset), Driving (subset of Mayers SF dataset),
KITTI, VirtualKITTI, Sintel, HD1K
Latex Bibtex:
@InProceedings{Neoral2018ACCV,
author = {Neoral, Michal and Šochman,
Jan and Matas, Jiří},
title = {Continual Occlusions and Optical Flow
Estimation},
booktitle = {14th Asian Conference on Computer
Vision (ACCV)},
year = {2018},
month = dec,
url =
{https://arxiv.org/abs/1811.01602}
}

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 8.54 17.48 10.03
All / Est 8.54 17.48 10.03
Noc / All 5.90 14.99 7.55
Noc / Est 5.90 14.99 7.55
This table as LaTeX

Test Image 0

Error Fl-bg Fl-fg Fl-all
All / All 3.16 30.12 6.86
All / Est 3.16 30.12 6.86
Noc / All 3.02 30.12 7.13
Noc / Est 3.02 30.12 7.13
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 1

Error Fl-bg Fl-fg Fl-all
All / All 4.55 27.01 7.06
All / Est 4.55 27.01 7.06
Noc / All 3.61 27.01 6.50
Noc / Est 3.61 27.01 6.50
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 2

Error Fl-bg Fl-fg Fl-all
All / All 7.21 20.19 7.84
All / Est 7.21 20.19 7.84
Noc / All 6.11 20.19 6.93
Noc / Est 6.11 20.19 6.93
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 3

Error Fl-bg Fl-fg Fl-all
All / All 17.23 45.80 19.87
All / Est 17.23 45.80 19.87
Noc / All 13.98 35.92 15.87
Noc / Est 13.98 35.92 15.87
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 4

Error Fl-bg Fl-fg Fl-all
All / All 10.87 21.50 12.63
All / Est 10.87 21.50 12.63
Noc / All 9.53 19.88 11.47
Noc / Est 9.53 19.88 11.47
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 5

Error Fl-bg Fl-fg Fl-all
All / All 6.85 0.11 6.25
All / Est 6.85 0.11 6.25
Noc / All 5.98 0.11 5.38
Noc / Est 5.98 0.11 5.38
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 6

Error Fl-bg Fl-fg Fl-all
All / All 8.23 1.49 7.52
All / Est 8.23 1.49 7.52
Noc / All 6.27 1.49 5.70
Noc / Est 6.27 1.49 5.70
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 7

Error Fl-bg Fl-fg Fl-all
All / All 0.33 79.74 15.87
All / Est 0.33 79.74 15.87
Noc / All 0.33 78.56 14.96
Noc / Est 0.33 78.56 14.96
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 8

Error Fl-bg Fl-fg Fl-all
All / All 0.46 17.66 3.64
All / Est 0.46 17.66 3.64
Noc / All 0.46 17.66 3.64
Noc / Est 0.46 17.66 3.64
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 9

Error Fl-bg Fl-fg Fl-all
All / All 0.57 35.87 9.59
All / Est 0.57 35.87 9.59
Noc / All 0.57 35.87 9.59
Noc / Est 0.57 35.87 9.59
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 10

Error Fl-bg Fl-fg Fl-all
All / All 3.36 12.51 5.45
All / Est 3.36 12.51 5.45
Noc / All 3.39 12.51 5.76
Noc / Est 3.39 12.51 5.76
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 11

Error Fl-bg Fl-fg Fl-all
All / All 3.80 9.56 4.84
All / Est 3.80 9.56 4.84
Noc / All 3.82 9.46 4.95
Noc / Est 3.82 9.46 4.95
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 12

Error Fl-bg Fl-fg Fl-all
All / All 3.99 12.72 4.58
All / Est 3.99 12.72 4.58
Noc / All 1.92 12.72 2.78
Noc / Est 1.92 12.72 2.78
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 13

Error Fl-bg Fl-fg Fl-all
All / All 3.86 7.43 4.30
All / Est 3.86 7.43 4.30
Noc / All 1.65 6.51 2.21
Noc / Est 1.65 6.51 2.21
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 14

Error Fl-bg Fl-fg Fl-all
All / All 4.76 18.94 5.00
All / Est 4.76 18.94 5.00
Noc / All 2.59 18.94 2.93
Noc / Est 2.59 18.94 2.93
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 15

Error Fl-bg Fl-fg Fl-all
All / All 11.58 6.21 11.10
All / Est 11.58 6.21 11.10
Noc / All 9.10 6.21 8.77
Noc / Est 9.10 6.21 8.77
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 16

Error Fl-bg Fl-fg Fl-all
All / All 16.90 21.24 17.54
All / Est 16.90 21.24 17.54
Noc / All 10.97 21.24 12.81
Noc / Est 10.97 21.24 12.81
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 17

Error Fl-bg Fl-fg Fl-all
All / All 8.87 8.37 8.82
All / Est 8.87 8.37 8.82
Noc / All 7.02 8.37 7.19
Noc / Est 7.02 8.37 7.19
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 18

Error Fl-bg Fl-fg Fl-all
All / All 20.50 93.81 55.33
All / Est 20.50 93.81 55.33
Noc / All 13.55 81.00 32.15
Noc / Est 13.55 81.00 32.15
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 19

Error Fl-bg Fl-fg Fl-all
All / All 6.68 10.88 7.15
All / Est 6.68 10.88 7.15
Noc / All 6.45 10.88 7.09
Noc / Est 6.45 10.88 7.09
This table as LaTeX

Input Image

Flow Result

Flow Error




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