Method

Fundamental Principles on Learning New Features for Effective Dense Matching [CNNF+SGM]


Submitted on 11 Sep. 2016 19:16 by
Feihu Zhang (the Chinese University of HongKong)

Running time:71 s
Environment:TESLA K40C

Method Description:
TBA
Parameters:
Described in the paper.
Latex Bibtex:
@ARTICLE{Principle_Zhang,
author={F. Zhang and B. W. Wah},
title={Fundamental Principles on Learning New
Features for Effective Dense Matching},
journal={IEEE Transactions on Image
Processing},
year={2018},
volume={27},
number={2},
pages={822-836},
doi={10.1109/TIP.2017.2752370},
ISSN={1057-7149},
month={Feb},}

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 3.78 % 5.33 % 0.7 px 0.9 px
3 pixels 2.28 % 3.48 % 0.7 px 0.9 px
4 pixels 1.73 % 2.68 % 0.7 px 0.9 px
5 pixels 1.46 % 2.21 % 0.7 px 0.9 px
This table as LaTeX

Reflective Regions

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 23.44 % 27.05 % 2.9 px 3.9 px
3 pixels 16.22 % 19.87 % 2.9 px 3.9 px
4 pixels 12.66 % 16.12 % 2.9 px 3.9 px
5 pixels 10.55 % 13.77 % 2.9 px 3.9 px
This table as LaTeX

Test Image 0

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 3.65 % 5.70 % 0.6 px 0.7 px
3 pixels 2.12 % 3.81 % 0.6 px 0.7 px
4 pixels 1.43 % 2.56 % 0.6 px 0.7 px
5 pixels 1.14 % 1.83 % 0.6 px 0.7 px
This table as LaTeX





Test Image 1

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 3.32 % 6.47 % 0.6 px 0.8 px
3 pixels 1.68 % 3.96 % 0.6 px 0.8 px
4 pixels 1.29 % 2.89 % 0.6 px 0.8 px
5 pixels 1.10 % 2.05 % 0.6 px 0.8 px
This table as LaTeX





Test Image 2

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 2.08 % 3.52 % 0.5 px 0.5 px
3 pixels 1.08 % 1.90 % 0.5 px 0.5 px
4 pixels 0.82 % 1.24 % 0.5 px 0.5 px
5 pixels 0.64 % 0.95 % 0.5 px 0.5 px
This table as LaTeX





Test Image 3

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 3.73 % 6.37 % 0.5 px 0.7 px
3 pixels 1.59 % 4.01 % 0.5 px 0.7 px
4 pixels 0.75 % 2.77 % 0.5 px 0.7 px
5 pixels 0.41 % 1.93 % 0.5 px 0.7 px
This table as LaTeX





Test Image 4

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 2.07 % 3.40 % 0.5 px 0.5 px
3 pixels 1.01 % 1.87 % 0.5 px 0.5 px
4 pixels 0.60 % 0.67 % 0.5 px 0.5 px
5 pixels 0.44 % 0.50 % 0.5 px 0.5 px
This table as LaTeX





Test Image 5

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 1.23 % 1.55 % 0.4 px 0.4 px
3 pixels 0.65 % 0.71 % 0.4 px 0.4 px
4 pixels 0.49 % 0.55 % 0.4 px 0.4 px
5 pixels 0.42 % 0.48 % 0.4 px 0.4 px
This table as LaTeX





Test Image 6

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 4.79 % 6.21 % 0.8 px 0.9 px
3 pixels 2.57 % 3.27 % 0.8 px 0.9 px
4 pixels 1.77 % 2.31 % 0.8 px 0.9 px
5 pixels 1.31 % 1.75 % 0.8 px 0.9 px
This table as LaTeX





Test Image 7

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 6.17 % 8.30 % 1.0 px 1.2 px
3 pixels 3.87 % 5.76 % 1.0 px 1.2 px
4 pixels 2.65 % 4.22 % 1.0 px 1.2 px
5 pixels 1.97 % 3.26 % 1.0 px 1.2 px
This table as LaTeX





Test Image 8

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 1.55 % 2.13 % 0.5 px 0.5 px
3 pixels 0.87 % 1.32 % 0.5 px 0.5 px
4 pixels 0.74 % 1.20 % 0.5 px 0.5 px
5 pixels 0.69 % 1.14 % 0.5 px 0.5 px
This table as LaTeX





Test Image 9

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 8.17 % 10.44 % 1.1 px 1.5 px
3 pixels 4.97 % 7.32 % 1.1 px 1.5 px
4 pixels 3.78 % 6.15 % 1.1 px 1.5 px
5 pixels 3.01 % 5.28 % 1.1 px 1.5 px
This table as LaTeX





Test Image 10

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 1.73 % 3.00 % 0.5 px 0.5 px
3 pixels 0.84 % 1.83 % 0.5 px 0.5 px
4 pixels 0.61 % 1.34 % 0.5 px 0.5 px
5 pixels 0.55 % 1.02 % 0.5 px 0.5 px
This table as LaTeX





Test Image 11

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 5.34 % 8.71 % 0.9 px 1.1 px
3 pixels 3.34 % 6.28 % 0.9 px 1.1 px
4 pixels 2.43 % 4.85 % 0.9 px 1.1 px
5 pixels 2.00 % 3.85 % 0.9 px 1.1 px
This table as LaTeX





Test Image 12

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 4.62 % 6.64 % 1.1 px 1.3 px
3 pixels 3.39 % 4.98 % 1.1 px 1.3 px
4 pixels 3.09 % 4.40 % 1.1 px 1.3 px
5 pixels 2.99 % 4.06 % 1.1 px 1.3 px
This table as LaTeX





Test Image 13

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 5.03 % 6.21 % 0.9 px 1.2 px
3 pixels 3.29 % 4.27 % 0.9 px 1.2 px
4 pixels 2.77 % 3.69 % 0.9 px 1.2 px
5 pixels 2.44 % 3.31 % 0.9 px 1.2 px
This table as LaTeX





Test Image 14

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 1.11 % 2.33 % 0.4 px 0.5 px
3 pixels 0.53 % 1.34 % 0.4 px 0.5 px
4 pixels 0.39 % 0.80 % 0.4 px 0.5 px
5 pixels 0.34 % 0.54 % 0.4 px 0.5 px
This table as LaTeX





Test Image 15

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 4.45 % 5.30 % 0.7 px 0.7 px
3 pixels 2.49 % 2.71 % 0.7 px 0.7 px
4 pixels 1.57 % 1.63 % 0.7 px 0.7 px
5 pixels 1.02 % 0.99 % 0.7 px 0.7 px
This table as LaTeX





Test Image 16

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 3.52 % 3.46 % 0.6 px 0.6 px
3 pixels 1.24 % 1.21 % 0.6 px 0.6 px
4 pixels 0.72 % 0.70 % 0.6 px 0.6 px
5 pixels 0.52 % 0.51 % 0.6 px 0.6 px
This table as LaTeX





Test Image 17

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 5.96 % 7.03 % 1.0 px 1.0 px
3 pixels 4.25 % 4.87 % 1.0 px 1.0 px
4 pixels 3.33 % 3.64 % 1.0 px 1.0 px
5 pixels 2.49 % 2.76 % 1.0 px 1.0 px
This table as LaTeX





Test Image 18

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 1.20 % 1.46 % 0.4 px 0.4 px
3 pixels 0.56 % 0.67 % 0.4 px 0.4 px
4 pixels 0.39 % 0.44 % 0.4 px 0.4 px
5 pixels 0.33 % 0.34 % 0.4 px 0.4 px
This table as LaTeX





Test Image 19

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 1.49 % 3.25 % 0.5 px 0.6 px
3 pixels 0.83 % 1.14 % 0.5 px 0.6 px
4 pixels 0.64 % 0.63 % 0.5 px 0.6 px
5 pixels 0.57 % 0.56 % 0.5 px 0.6 px
This table as LaTeX







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