Method

GANet: Guided Aggregation Net for End-to-end Stereo Matching [GANet-15]
https://github.com/feihuzhang/GANet

Submitted on 16 Nov. 2018 06:03 by
Feihu Zhang (the Chinese University of HongKong)

Running time:0.36 s
Environment:1 core @ 2.5 Ghz (C/C++)

Method Description:
Described in the paper
https://arxiv.org/pdf/1904.06587.pdf
Parameters:
Described in the paper.
Latex Bibtex:
@inproceedings{zhang2019GANet,
title={GA-Net: Guided Aggregation Net for
End-to-end Stereo Matching},
author={Zhang, Feihu and Prisacariu, Victor
and Yang, Ruigang and Torr, Philip},
booktitle={Proceedings of the IEEE Conference
on Computer Vision and Pattern Recognition
(CVPR)},
year={2019}
}

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 2.18 % 2.79 % 0.5 px 0.5 px
3 pixels 1.36 % 1.80 % 0.5 px 0.5 px
4 pixels 1.03 % 1.37 % 0.5 px 0.5 px
5 pixels 0.83 % 1.10 % 0.5 px 0.5 px
This table as LaTeX

Reflective Regions

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 13.27 % 15.63 % 1.3 px 1.5 px
3 pixels 7.87 % 9.85 % 1.3 px 1.5 px
4 pixels 5.49 % 7.10 % 1.3 px 1.5 px
5 pixels 4.22 % 5.54 % 1.3 px 1.5 px
This table as LaTeX

Test Image 0

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 1.40 % 1.65 % 0.4 px 0.4 px
3 pixels 0.79 % 1.01 % 0.4 px 0.4 px
4 pixels 0.58 % 0.79 % 0.4 px 0.4 px
5 pixels 0.47 % 0.68 % 0.4 px 0.4 px
This table as LaTeX





Test Image 1

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 2.57 % 3.12 % 0.5 px 0.5 px
3 pixels 1.52 % 1.75 % 0.5 px 0.5 px
4 pixels 1.12 % 1.34 % 0.5 px 0.5 px
5 pixels 0.95 % 1.14 % 0.5 px 0.5 px
This table as LaTeX





Test Image 2

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 0.78 % 0.85 % 0.3 px 0.3 px
3 pixels 0.51 % 0.57 % 0.3 px 0.3 px
4 pixels 0.43 % 0.48 % 0.3 px 0.3 px
5 pixels 0.39 % 0.43 % 0.3 px 0.3 px
This table as LaTeX





Test Image 3

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 0.84 % 1.41 % 0.3 px 0.3 px
3 pixels 0.23 % 0.51 % 0.3 px 0.3 px
4 pixels 0.18 % 0.26 % 0.3 px 0.3 px
5 pixels 0.16 % 0.17 % 0.3 px 0.3 px
This table as LaTeX





Test Image 4

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 3.55 % 3.73 % 0.5 px 0.5 px
3 pixels 2.91 % 2.95 % 0.5 px 0.5 px
4 pixels 2.16 % 2.17 % 0.5 px 0.5 px
5 pixels 0.87 % 0.89 % 0.5 px 0.5 px
This table as LaTeX





Test Image 5

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 0.90 % 0.99 % 0.3 px 0.3 px
3 pixels 0.49 % 0.55 % 0.3 px 0.3 px
4 pixels 0.41 % 0.45 % 0.3 px 0.3 px
5 pixels 0.32 % 0.33 % 0.3 px 0.3 px
This table as LaTeX





Test Image 6

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 3.81 % 5.53 % 0.6 px 0.6 px
3 pixels 2.02 % 3.02 % 0.6 px 0.6 px
4 pixels 1.20 % 1.73 % 0.6 px 0.6 px
5 pixels 0.95 % 1.23 % 0.6 px 0.6 px
This table as LaTeX





Test Image 7

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 2.39 % 2.72 % 0.5 px 0.6 px
3 pixels 1.32 % 1.60 % 0.5 px 0.6 px
4 pixels 0.95 % 1.21 % 0.5 px 0.6 px
5 pixels 0.72 % 0.94 % 0.5 px 0.6 px
This table as LaTeX





Test Image 8

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 1.19 % 1.64 % 0.4 px 0.4 px
3 pixels 0.78 % 1.22 % 0.4 px 0.4 px
4 pixels 0.67 % 1.05 % 0.4 px 0.4 px
5 pixels 0.59 % 0.88 % 0.4 px 0.4 px
This table as LaTeX





Test Image 9

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 2.86 % 4.83 % 0.6 px 0.8 px
3 pixels 1.60 % 3.13 % 0.6 px 0.8 px
4 pixels 1.19 % 2.19 % 0.6 px 0.8 px
5 pixels 1.05 % 1.47 % 0.6 px 0.8 px
This table as LaTeX





Test Image 10

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 1.24 % 1.55 % 0.4 px 0.4 px
3 pixels 0.79 % 0.89 % 0.4 px 0.4 px
4 pixels 0.62 % 0.65 % 0.4 px 0.4 px
5 pixels 0.53 % 0.55 % 0.4 px 0.4 px
This table as LaTeX





Test Image 11

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 1.58 % 1.97 % 0.5 px 0.5 px
3 pixels 0.91 % 1.11 % 0.5 px 0.5 px
4 pixels 0.73 % 0.82 % 0.5 px 0.5 px
5 pixels 0.61 % 0.63 % 0.5 px 0.5 px
This table as LaTeX





Test Image 12

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 3.22 % 5.13 % 0.6 px 0.8 px
3 pixels 2.31 % 4.00 % 0.6 px 0.8 px
4 pixels 1.76 % 3.26 % 0.6 px 0.8 px
5 pixels 1.57 % 2.90 % 0.6 px 0.8 px
This table as LaTeX





Test Image 13

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 1.55 % 1.98 % 0.5 px 0.5 px
3 pixels 1.03 % 1.25 % 0.5 px 0.5 px
4 pixels 0.88 % 0.93 % 0.5 px 0.5 px
5 pixels 0.81 % 0.83 % 0.5 px 0.5 px
This table as LaTeX





Test Image 14

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 0.52 % 0.51 % 0.3 px 0.3 px
3 pixels 0.33 % 0.32 % 0.3 px 0.3 px
4 pixels 0.21 % 0.20 % 0.3 px 0.3 px
5 pixels 0.16 % 0.15 % 0.3 px 0.3 px
This table as LaTeX





Test Image 15

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 2.53 % 2.67 % 0.5 px 0.5 px
3 pixels 1.53 % 1.52 % 0.5 px 0.5 px
4 pixels 0.81 % 0.79 % 0.5 px 0.5 px
5 pixels 0.57 % 0.55 % 0.5 px 0.5 px
This table as LaTeX





Test Image 16

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 1.87 % 1.83 % 0.5 px 0.5 px
3 pixels 0.80 % 0.79 % 0.5 px 0.5 px
4 pixels 0.52 % 0.51 % 0.5 px 0.5 px
5 pixels 0.38 % 0.38 % 0.5 px 0.5 px
This table as LaTeX





Test Image 17

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 3.68 % 4.16 % 0.5 px 0.6 px
3 pixels 2.54 % 2.87 % 0.5 px 0.6 px
4 pixels 2.04 % 2.25 % 0.5 px 0.6 px
5 pixels 1.68 % 1.81 % 0.5 px 0.6 px
This table as LaTeX





Test Image 18

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 0.38 % 0.49 % 0.2 px 0.3 px
3 pixels 0.25 % 0.30 % 0.2 px 0.3 px
4 pixels 0.18 % 0.21 % 0.2 px 0.3 px
5 pixels 0.13 % 0.15 % 0.2 px 0.3 px
This table as LaTeX





Test Image 19

Error Out-Noc Out-All Avg-Noc Avg-All
2 pixels 0.97 % 0.94 % 0.4 px 0.4 px
3 pixels 0.58 % 0.56 % 0.4 px 0.4 px
4 pixels 0.48 % 0.47 % 0.4 px 0.4 px
5 pixels 0.39 % 0.38 % 0.4 px 0.4 px
This table as LaTeX







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