OpenCV

This is a benchmark of the OpenCV (Computer Vision) library's built-in performance tests.

To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark opencv.

Project Site

opencv.org

Source Repository

github.com

Test Created

22 September 2020

Last Updated

14 October 2021

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

12 Minutes, 54 Seconds

Average Run Time

18 Minutes, 40 Seconds

Test Dependencies

C/C++ Compiler Toolchain + JPEG Library + PNG Library + CMake + OpenCL + Vulkan

Accolades

5k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsOpenCV Popularity Statisticspts/opencv2017.092017.112018.022018.042018.062018.082018.102018.122019.022019.042019.062019.082019.102019.122020.022020.042020.062020.082020.102020.122021.022021.042021.062021.082021.102021.128001600240032004000
* Uploading of benchmark result data to OpenBenchmarking.org is always optional (opt-in) via the Phoronix Test Suite for users wishing to share their results publicly.
** Data based on those opting to upload their test results to OpenBenchmarking.org and users enabling the opt-in anonymous statistics reporting while running benchmarks from an Internet-connected platform.
*** Test profile page view reporting began March 2021.
Data current as of 3 December 2021.
Object Detection32.7%Features 2D33.5%DNN33.8%Test Option PopularityOpenBenchmarking.org

Revision History

pts/opencv-1.1.0   [View Source]   Thu, 14 Oct 2021 14:53:16 GMT
Update against OpenCV 4.5.4 upstream. Fixes: https://github.com/phoronix-test-suite/openbenchmarking/issues/18

pts/opencv-1.0.0   [View Source]   Tue, 22 Sep 2020 16:31:30 GMT
Initial commit for OpenCV 4.4.

Suites Using This Test

Machine Learning

HPC - High Performance Computing


Performance Metrics

Analyze Test Configuration:

OpenCV 4.5.4

Test: DNN - Deep Neural Network

OpenBenchmarking.org metrics for this test profile configuration based on 232 public results since 14 October 2021 with the latest data as of 7 December 2021.

Below is an overview of the generalized performance for components where there is sufficient statistically significant data based upon user-uploaded results. It is important to keep in mind particularly in the Linux/open-source space there can be vastly different OS configurations, with this overview intended to offer just general guidance as to the performance expectations.

Component
Percentile Rank
# Compatible Public Results
ms (Average)
98th
5
6106 +/- 738
89th
7
7558 +/- 836
87th
4
7884 +/- 1003
85th
4
8389 +/- 200
Mid-Tier
75th
> 10288
71st
3
10688 +/- 152
66th
9
11082 +/- 647
63rd
4
11535 +/- 160
59th
3
12625 +/- 454
57th
3
13020 +/- 245
54th
12
13290 +/- 1898
53rd
3
14099 +/- 1612
52nd
4
14421 +/- 830
Median
50th
15005
44th
3
16295 +/- 562
41st
6
18172 +/- 2675
35th
3
24317 +/- 581
35th
4
24343 +/- 171
34th
3
24895 +/- 687
29th
4
34689 +/- 2889
29th
3
36589 +/- 2924
26th
3
40830 +/- 2200
Low-Tier
25th
> 41096
24th
3
42376 +/- 2035
19th
3
45827 +/- 777
19th
3
46248 +/- 1326
8th
3
96240 +/- 10463
7th
3
106320 +/- 6008
4th
3
125045 +/- 5611
OpenBenchmarking.orgDistribution Of Public Results - Test: DNN - Deep Neural Network232 Results Range From 4795 To 240206 ms47959504142131892223631283403304937758424674717651885565946130366012707217543080139848488955794266989751036841083931131021178111225201272291319381366471413561460651507741554831601921649011696101743191790281837371884461931551978642025732072822119912167002214092261182308272355362402451326395265

Based on OpenBenchmarking.org data, the selected test / test configuration (OpenCV 4.5.4 - Test: DNN - Deep Neural Network) has an average run-time of 2 minutes. By default this test profile is set to run at least 3 times but may increase if the standard deviation exceeds pre-defined defaults or other calculations deem additional runs necessary for greater statistical accuracy of the result.

OpenBenchmarking.orgMinutesTime Required To Complete BenchmarkTest: DNN - Deep Neural NetworkRun-Time48121620Min: 1 / Avg: 1.52 / Max: 13

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.8%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsTest: DNN - Deep Neural NetworkDeviation3691215Min: 0 / Avg: 0.76 / Max: 9

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OpenBenchmarking.org Results Compare

3 Systems - 108 Benchmark Results

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4 Systems - 52 Benchmark Results

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3 Systems - 29 Benchmark Results

AMD Ryzen 5 4500U - LENOVO LNVNB161216 - AMD Renoir Root Complex

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3 Systems - 102 Benchmark Results

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