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

13 Minutes, 32 Seconds

Average Run Time

18 Minutes, 40 Seconds

Test Dependencies

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

Accolades

Recently Updated Test Profile

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsOpenCV Popularity Statisticspts/opencv2017.092017.112018.022018.042018.062018.082018.102018.122019.022019.042019.062019.082019.102019.122020.022020.042020.062020.082020.102020.122021.022021.042021.062021.082021.107001400210028003500
* 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 18 October 2021.

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: Object Detection

OpenBenchmarking.org metrics for this test profile configuration based on 69 public results since 14 October 2021 with the latest data as of 19 October 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
4
40571 +/- 452
90th
3
43497 +/- 3190
90th
3
44157 +/- 1058
83rd
3
51767 +/- 2405
Mid-Tier
75th
> 58500
72nd
7
61452 +/- 5815
64th
4
69860 +/- 2225
54th
3
89765 +/- 5000
Median
50th
93094
43rd
3
102299 +/- 11886
43rd
6
103249 +/- 3361
31st
4
124774 +/- 2134
31st
3
125494 +/- 5327
Low-Tier
25th
> 125739
16th
6
131634 +/- 6753
8th
5
144718 +/- 7753
6th
3
152318 +/- 3447
OpenBenchmarking.orgDistribution Of Public Results - Test: Object Detection69 Results Range From 40020 To 266909 ms4002044558490965363458172627106724871786763248086285400899389447699014103552108090112628117166121704126242130780135318139856144394148932153470158008162546167084171622176160180698185236189774194312198850203388207926212464217002221540226078230616235154239692244230248768253306257844262382266920246810

Based on OpenBenchmarking.org data, the selected test / test configuration (OpenCV 4.5.4 - Test: Object Detection) has an average run-time of 4 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: Object DetectionRun-Time612182430Min: 1 / Avg: 4.01 / Max: 26

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.7%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsTest: Object DetectionDeviation3691215Min: 0 / Avg: 0.73 / Max: 10

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 160 Benchmark Results

AMD Ryzen 5 4600HS - ASUS GA401IH v1.0 - AMD Renoir Root Complex

ManjaroLinux 21.1.6 - 5.14.12-zen1-1-zen-g14 - KDE Plasma 5.22.5

3 Systems - 51 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship

Ubuntu 20.10 - 5.11.0-rc6-phx - GNOME Shell 3.38.1

4 Systems - 52 Benchmark Results

Intel Core i7-10700T - Logic Supply RXM-181 - Intel Comet Lake PCH

Ubuntu 21.04 - 5.11.0-37-generic - GNOME Shell 3.38.4

4 Systems - 52 Benchmark Results

Intel Core i9-11900K - ASUS ROG MAXIMUS XIII HERO - Intel Tiger Lake-H

Ubuntu 21.10 - 5.13.0-19-generic - GNOME Shell 40.5

8 Systems - 364 Benchmark Results

2 x AMD EPYC 7742 64-Core - Supermicro H11DSi-NT v2.00 - AMD Starship

Ubuntu 21.10 - 5.13.0-19-generic - GNOME Shell 40.5

3 Systems - 60 Benchmark Results

Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers

Ubuntu 21.04 - 5.11.0-31-generic - GNOME Shell 3.38.4

4 Systems - 39 Benchmark Results

AMD Ryzen 7 4700U - LENOVO LNVNB161216 - AMD Renoir Root Complex

Ubuntu 21.04 - 5.13.0-051300-generic - GNOME Shell 3.38.4

3 Systems - 29 Benchmark Results

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

Ubuntu 21.04 - 5.13.0-051300-generic - GNOME Shell 3.38.4

3 Systems - 39 Benchmark Results

Intel Xeon E-2288G - Compulab SBC-ATCFL v1.2 - Intel Cannon Lake PCH

Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2

5 Systems - 29 Benchmark Results

Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP

Clear Linux OS 35110 - 5.14.9-1079.native - GNOME Shell 41.0

4 Systems - 50 Benchmark Results

AMD Ryzen 7 5800X 8-Core - ASRock X570 Pro4 - AMD Starship

Ubuntu 20.10 - 5.12.0-rc5-nopsf - GNOME Shell 3.38.1

3 Systems - 39 Benchmark Results

AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.04 - 5.15.0-051500rc5daily20211014-generic - GNOME Shell 3.36.9

3 Systems - 29 Benchmark Results

AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 21.10 - 5.15.0-rc2-3reverts - GNOME Shell 40.2

3 Systems - 15 Benchmark Results

AMD Ryzen 3 3200U - MOTILE PF4PU1F - AMD Raven

Ubuntu 20.04 - 5.11.0-37-generic - GNOME Shell 3.36.4

3 Systems - 14 Benchmark Results

AMD EPYC 7742 64-Core - Supermicro H11DSi-NT v2.00 - AMD Starship

Ubuntu 21.10 - 5.13.0-19-generic - GNOME Shell 40.5

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