Method

PRAFlow_RVC [at] [PRAFlow_RVC]


Submitted on 15 Aug. 2020 05:29 by
Zhexiong Wan (Northwestern Polytechnical University)

Running time:0.5 s
Environment:GPU @ NVIDIA RTX 2080Ti (Python)

Method Description:
RVC 2020 Submission. Due to the trouble of the
previous submission results, we uploaded the results
submitted on August 12 again. It is output by the
same model with other datasets and is within RVC
2020 deadline.
Parameters:
5.6M
Latex Bibtex:
@misc{wan2020praflowrvc,
title={PRAFlow_RVC: Pyramid Recurrent All-
Pairs Field Transforms for Optical Flow Estimation
in Robust Vision Challenge 2020},
author={Zhexiong Wan and Yuxin Mao and Yuchao
Dai},
year={2020},
eprint={2009.06360},
archivePrefix={arXiv},
primaryClass={cs.CV},
url={https://arxiv.org/abs/2009.06360}
}

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 5.08 7.21 5.43
All / Est 5.08 7.21 5.43
Noc / All 2.82 4.40 3.11
Noc / Est 2.82 4.40 3.11
This table as LaTeX

Test Image 0

Error Fl-bg Fl-fg Fl-all
All / All 1.76 19.46 4.19
All / Est 1.76 19.46 4.19
Noc / All 1.86 19.46 4.53
Noc / Est 1.86 19.46 4.53
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 1

Error Fl-bg Fl-fg Fl-all
All / All 1.74 7.34 2.36
All / Est 1.74 7.34 2.36
Noc / All 1.70 7.34 2.39
Noc / Est 1.70 7.34 2.39
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 2

Error Fl-bg Fl-fg Fl-all
All / All 4.35 17.91 5.01
All / Est 4.35 17.91 5.01
Noc / All 3.75 17.91 4.58
Noc / Est 3.75 17.91 4.58
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 3

Error Fl-bg Fl-fg Fl-all
All / All 6.44 43.63 9.88
All / Est 6.44 43.63 9.88
Noc / All 3.83 30.18 6.10
Noc / Est 3.83 30.18 6.10
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 4

Error Fl-bg Fl-fg Fl-all
All / All 5.39 1.17 4.69
All / Est 5.39 1.17 4.69
Noc / All 4.17 1.19 3.61
Noc / Est 4.17 1.19 3.61
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 5

Error Fl-bg Fl-fg Fl-all
All / All 4.47 0.10 4.08
All / Est 4.47 0.10 4.08
Noc / All 3.23 0.10 2.91
Noc / Est 3.23 0.10 2.91
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 6

Error Fl-bg Fl-fg Fl-all
All / All 5.13 0.27 4.61
All / Est 5.13 0.27 4.61
Noc / All 2.44 0.27 2.18
Noc / Est 2.44 0.27 2.18
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 7

Error Fl-bg Fl-fg Fl-all
All / All 0.37 15.17 3.27
All / Est 0.37 15.17 3.27
Noc / All 0.37 16.00 3.29
Noc / Est 0.37 16.00 3.29
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 8

Error Fl-bg Fl-fg Fl-all
All / All 0.12 4.89 1.00
All / Est 0.12 4.89 1.00
Noc / All 0.12 4.89 1.00
Noc / Est 0.12 4.89 1.00
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 9

Error Fl-bg Fl-fg Fl-all
All / All 0.28 2.33 0.80
All / Est 0.28 2.33 0.80
Noc / All 0.28 2.33 0.80
Noc / Est 0.28 2.33 0.80
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 10

Error Fl-bg Fl-fg Fl-all
All / All 1.32 3.24 1.75
All / Est 1.32 3.24 1.75
Noc / All 1.28 3.24 1.79
Noc / Est 1.28 3.24 1.79
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 11

Error Fl-bg Fl-fg Fl-all
All / All 1.79 0.89 1.63
All / Est 1.79 0.89 1.63
Noc / All 1.83 0.86 1.63
Noc / Est 1.83 0.86 1.63
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 12

Error Fl-bg Fl-fg Fl-all
All / All 1.64 1.08 1.60
All / Est 1.64 1.08 1.60
Noc / All 1.13 1.08 1.12
Noc / Est 1.13 1.08 1.12
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 13

Error Fl-bg Fl-fg Fl-all
All / All 2.72 0.65 2.47
All / Est 2.72 0.65 2.47
Noc / All 1.33 0.36 1.21
Noc / Est 1.33 0.36 1.21
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 14

Error Fl-bg Fl-fg Fl-all
All / All 3.38 0.45 3.33
All / Est 3.38 0.45 3.33
Noc / All 2.04 0.45 2.00
Noc / Est 2.04 0.45 2.00
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 15

Error Fl-bg Fl-fg Fl-all
All / All 8.97 3.26 8.45
All / Est 8.97 3.26 8.45
Noc / All 6.04 3.26 5.72
Noc / Est 6.04 3.26 5.72
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 16

Error Fl-bg Fl-fg Fl-all
All / All 14.07 2.12 12.31
All / Est 14.07 2.12 12.31
Noc / All 6.68 2.12 5.86
Noc / Est 6.68 2.12 5.86
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 17

Error Fl-bg Fl-fg Fl-all
All / All 4.12 1.46 3.84
All / Est 4.12 1.46 3.84
Noc / All 3.43 1.46 3.18
Noc / Est 3.43 1.46 3.18
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 18

Error Fl-bg Fl-fg Fl-all
All / All 15.39 98.43 54.84
All / Est 15.39 98.43 54.84
Noc / All 10.46 94.99 33.77
Noc / Est 10.46 94.99 33.77
This table as LaTeX

Input Image

Flow Result

Flow Error


Test Image 19

Error Fl-bg Fl-fg Fl-all
All / All 3.80 2.43 3.64
All / Est 3.80 2.43 3.64
Noc / All 2.74 2.43 2.70
Noc / Est 2.74 2.43 2.70
This table as LaTeX

Input Image

Flow Result

Flow Error




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