Method

CNN based Patch Matching for Optical Flow with Thresholded Hinge Loss [FlowFieldCNN]


Submitted on 18 May. 2016 16:38 by
Christian Bailer (DFKI)

Running time:23 s
Environment:GPU @ 2.5 Ghz (C/C++)

Method Description:
TBA
Parameters:
patchsize = 56
Latex Bibtex:
@inproceedings{Bailer2017CNN,
title = {CNN-based Patch Matching for Optical Flow with Thresholded Hinge Embedding Loss},
author= {Bailer, Christian and Varanasi, Kiran and Stricker, Didier},
booktitle = {CVPR},
publisher = {IEEE},
year = {2017}
}

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 7.42 % 16.87 % 1.2 px 3.0 px
3 pixels 4.89 % 13.01 % 1.2 px 3.0 px
4 pixels 3.72 % 10.68 % 1.2 px 3.0 px
5 pixels 3.04 % 9.06 % 1.2 px 3.0 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 8.81 % 18.63 % 1.1 px 2.1 px
3 pixels 6.34 % 14.29 % 1.1 px 2.1 px
4 pixels 5.02 % 11.66 % 1.1 px 2.1 px
5 pixels 4.29 % 9.72 % 1.1 px 2.1 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 1

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 5.85 % 15.23 % 0.7 px 1.4 px
3 pixels 3.54 % 11.00 % 0.7 px 1.4 px
4 pixels 2.33 % 8.45 % 0.7 px 1.4 px
5 pixels 1.61 % 6.48 % 0.7 px 1.4 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 2

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 6.94 % 19.31 % 0.9 px 1.9 px
3 pixels 4.40 % 15.38 % 0.9 px 1.9 px
4 pixels 3.33 % 12.85 % 0.9 px 1.9 px
5 pixels 2.85 % 10.87 % 0.9 px 1.9 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 3

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 8.83 % 19.99 % 0.8 px 1.8 px
3 pixels 5.01 % 14.65 % 0.8 px 1.8 px
4 pixels 3.07 % 11.55 % 0.8 px 1.8 px
5 pixels 2.08 % 9.40 % 0.8 px 1.8 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 4

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 2.95 % 7.97 % 0.6 px 0.8 px
3 pixels 2.04 % 4.87 % 0.6 px 0.8 px
4 pixels 1.55 % 2.94 % 0.6 px 0.8 px
5 pixels 1.25 % 2.05 % 0.6 px 0.8 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 5

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 12.46 % 23.16 % 3.5 px 5.5 px
3 pixels 10.05 % 19.70 % 3.5 px 5.5 px
4 pixels 8.76 % 17.26 % 3.5 px 5.5 px
5 pixels 8.14 % 15.42 % 3.5 px 5.5 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 6

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 7.58 % 14.88 % 0.9 px 1.5 px
3 pixels 4.35 % 9.66 % 0.9 px 1.5 px
4 pixels 3.13 % 6.73 % 0.9 px 1.5 px
5 pixels 2.67 % 5.46 % 0.9 px 1.5 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 7

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 11.49 % 24.40 % 2.2 px 6.7 px
3 pixels 9.35 % 20.95 % 2.2 px 6.7 px
4 pixels 7.74 % 18.19 % 2.2 px 6.7 px
5 pixels 6.32 % 15.79 % 2.2 px 6.7 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 8

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 5.19 % 20.13 % 0.9 px 4.1 px
3 pixels 3.30 % 17.34 % 0.9 px 4.1 px
4 pixels 2.50 % 15.72 % 0.9 px 4.1 px
5 pixels 2.01 % 14.39 % 0.9 px 4.1 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 9

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 14.28 % 24.18 % 1.3 px 2.8 px
3 pixels 8.75 % 17.97 % 1.3 px 2.8 px
4 pixels 5.50 % 13.78 % 1.3 px 2.8 px
5 pixels 3.72 % 10.83 % 1.3 px 2.8 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 10

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 5.88 % 19.57 % 0.7 px 2.1 px
3 pixels 3.69 % 15.94 % 0.7 px 2.1 px
4 pixels 2.70 % 13.43 % 0.7 px 2.1 px
5 pixels 2.06 % 11.53 % 0.7 px 2.1 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 11

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 8.08 % 18.88 % 1.2 px 3.5 px
3 pixels 5.15 % 14.44 % 1.2 px 3.5 px
4 pixels 3.77 % 11.20 % 1.2 px 3.5 px
5 pixels 3.16 % 9.03 % 1.2 px 3.5 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 12

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 10.54 % 21.80 % 2.0 px 8.4 px
3 pixels 8.38 % 18.49 % 2.0 px 8.4 px
4 pixels 7.19 % 16.32 % 2.0 px 8.4 px
5 pixels 6.49 % 14.74 % 2.0 px 8.4 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 13

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 7.46 % 16.64 % 1.1 px 2.1 px
3 pixels 5.62 % 13.65 % 1.1 px 2.1 px
4 pixels 4.74 % 11.53 % 1.1 px 2.1 px
5 pixels 4.18 % 9.69 % 1.1 px 2.1 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 14

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 9.37 % 22.72 % 1.1 px 3.1 px
3 pixels 6.42 % 18.96 % 1.1 px 3.1 px
4 pixels 5.27 % 16.57 % 1.1 px 3.1 px
5 pixels 4.63 % 14.74 % 1.1 px 3.1 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 15

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 12.14 % 25.38 % 1.2 px 3.8 px
3 pixels 7.84 % 20.63 % 1.2 px 3.8 px
4 pixels 5.69 % 17.79 % 1.2 px 3.8 px
5 pixels 4.02 % 15.35 % 1.2 px 3.8 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 16

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 2.53 % 9.72 % 0.6 px 0.9 px
3 pixels 1.07 % 6.35 % 0.6 px 0.9 px
4 pixels 0.60 % 4.81 % 0.6 px 0.9 px
5 pixels 0.33 % 3.71 % 0.6 px 0.9 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 17

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 8.44 % 19.98 % 1.1 px 3.9 px
3 pixels 5.35 % 15.74 % 1.1 px 3.9 px
4 pixels 3.96 % 13.26 % 1.1 px 3.9 px
5 pixels 3.00 % 11.25 % 1.1 px 3.9 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 18

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 0.91 % 6.55 % 0.4 px 0.6 px
3 pixels 0.39 % 3.82 % 0.4 px 0.6 px
4 pixels 0.23 % 2.37 % 0.4 px 0.6 px
5 pixels 0.12 % 1.43 % 0.4 px 0.6 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot



Test Image 19

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 1.82 % 8.92 % 0.5 px 1.0 px
3 pixels 1.20 % 6.17 % 0.5 px 1.0 px
4 pixels 0.91 % 4.41 % 0.5 px 1.0 px
5 pixels 0.70 % 3.03 % 0.5 px 1.0 px
This table as LaTeX





This figure as: png eps pdf txt gnuplot





eXTReMe Tracker