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

25 June 2022

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

13 Minutes, 45 Seconds

Average Run Time

18 Minutes, 40 Seconds

Test Dependencies

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

Accolades

10k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsOpenCV Popularity Statisticspts/opencv2017.092017.112018.022018.042018.062018.082018.102018.122019.022019.042019.062019.082019.102019.122020.022020.042020.062020.082020.102020.122021.022021.042021.062021.082021.102021.122022.022022.042022.062022.082022.1012002400360048006000
* 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 23 November 2022.
DNN13.6%Core13.0%Features 2D12.8%Stitching12.7%Image Processing12.5%Video13.1%Object Detection11.3%Graph API11.0%Test Option PopularityOpenBenchmarking.org

Revision History

pts/opencv-1.2.0   [View Source]   Sat, 25 Jun 2022 08:38:29 GMT
Update against OpenCV 4.6 upstream.

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 4.6

Test: DNN - Deep Neural Network

OpenBenchmarking.org metrics for this test profile configuration based on 105 public results since 25 June 2022 with the latest data as of 21 October 2022.

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)
100th
3
7590 +/- 352
90th
4
9753 +/- 1167
86th
4
10063 +/- 553
80th
5
11657 +/- 1147
Mid-Tier
75th
> 12087
67th
4
14221 +/- 622
65th
3
15448 +/- 1211
56th
3
19147 +/- 1207
54th
3
19642 +/- 2345
Median
50th
28385
49th
3
29055 +/- 3078
42nd
4
32942 +/- 1138
42nd
4
33067 +/- 889
40th
4
34163 +/- 1928
35th
3
39758 +/- 2808
26th
4
53532 +/- 4598
Low-Tier
25th
> 57352
18th
3
119148 +/- 8568
17th
6
121163 +/- 4946
9th
4
140938 +/- 1154
OpenBenchmarking.orgDistribution Of Public Results - Test: DNN - Deep Neural Network105 Results Range From 7238 To 470973 ms723816513257883506344338536136288872163814389071399988109263118538127813137088146363155638164913174188183463192738202013211288220563229838239113248388257663266938276213285488294763304038313313322588331863341138350413359688368963378238387513396788406063415338424613433888443163452438461713470988918273645

Based on OpenBenchmarking.org data, the selected test / test configuration (OpenCV 4.6 - Test: DNN - Deep Neural Network) has an average run-time of 19 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-Time1428425670Min: 1 / Avg: 18.55 / Max: 71

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 1.2%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsTest: DNN - Deep Neural NetworkDeviation48121620Min: 0 / Avg: 1.25 / Max: 17

Tested CPU Architectures

This benchmark has been successfully tested on the below mentioned architectures. The CPU architectures listed is where successful OpenBenchmarking.org result uploads occurred, namely for helping to determine if a given test is compatible with various alternative CPU architectures.

CPU Architecture
Kernel Identifier
Verified On
Intel / AMD x86 64-bit
x86_64
(Many Processors)
ARMv8 64-bit
aarch64
ARMv8 Cortex-A72 4-Core, Apple M1, Apple M2, Rockchip ARMv8 Cortex-A76 6-Core

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 1 Benchmark Result

Intel Core i5-12400 - ASUS ROG STRIX B660-A GAMING WIFI - Intel Device 7aa7

Ubuntu 22.04 - 5.15.0-52-generic - GNOME Shell 42.4

1 System - 8 Benchmark Results

ARMv8 Cortex-A72 - BCM2835 Raspberry Pi 4 Model B Rev 1.2 - 4096MB

Ubuntu 20.04 - 5.4.0-1068-raspi - 1.1.182

1 System - 8 Benchmark Results

2 x Intel Xeon Gold 6242R - Supermicro X11DPH-T v1.10 - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.15.0-46-generic - GNOME Shell 3.36.9

1 System - 2 Benchmark Results

Rockchip ARMv8 Cortex-A76 - Mixtile Blade 3 v1.0.1 - 16GB

Debian 11 - 5.10.66 - Xfce 4.16

2 Systems - 6 Benchmark Results

Intel Core i7-1165G7 - LENOVO 20W0S02V00 - Intel Tiger Lake-LP

Arch rolling - 5.19.1-arch2-1 - X Server 1.21.1.4

1 System - 6 Benchmark Results

Intel Core i7-1165G7 - LENOVO 20W0S02V00 - Intel Tiger Lake-LP

Arch rolling - 5.19.1-arch2-1 - X Server 1.21.1.4

2 Systems - 157 Benchmark Results

Apple M2 - Apple MacBook Air - 8GB

Arch rolling - 5.19.0-rc7-asahi-2-1-ARCH - KDE Plasma 5.25.4

1 System - 123 Benchmark Results

Intel Core i9-12900K - 16GB - 4 x 275GB Virtual Disk

Ubuntu 20.04 - 5.10.16.3-microsoft-standard-WSL2 - Wayland

1 System - 126 Benchmark Results

AMD Ryzen 5 5600X 6-Core - MSI MAG B550M MORTAR - AMD Starship

Linuxmint 20.3 - 5.15.0-41-generic - Cinnamon 5.2.7

1 System - 122 Benchmark Results

Intel Xeon Gold 5318N - Supermicro X12SPM-LN4F v2.00 - Intel Device 0998

Rocky Linux 8.6 - 4.18.0-372.16.1.el8_6.0.1.x86_64 - GNOME Shell 3.32.2

1 System - 122 Benchmark Results

2 x AMD EPYC 7F72 24-Core - GIGABYTE MZ62-HD4-00 v01000100 - AMD Starship

Rocky Linux 8.6 - 4.18.0-372.13.1.el8_6.x86_64 - GNOME Shell 3.32.2

1 System - 134 Benchmark Results

2 x AMD EPYC 7F72 24-Core - GIGABYTE MZ62-HD4-00 v01000100 - AMD Starship

Rocky Linux 8.6 - 4.18.0-372.16.1.el8_6.x86_64 - GNOME Shell 3.32.2

1 System - 1 Benchmark Result

Intel Core i7-6820HQ - 16GB - 167GB

Ubuntu 20.04 - 4.4.0-19041-Microsoft - 1.1.182

1 System - 8 Benchmark Results

AMD Ryzen 5 3500X 6-Core - ASRock A520M TW - AMD Starship

Ubuntu 22.04 - 5.15.0-41-generic - GNOME Shell 42.2

1 System - 3 Benchmark Results

Rockchip ARMv8 Cortex-A76 - Mixtile Blade 3 v1.0.1 - 8GB

Debian 11 - 5.10.66 - Xfce 4.16

Most Popular Test Results

OpenBenchmarking.org Results Compare

3 Systems - 41 Benchmark Results

AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship

Debian 11 - 5.10.0-10-amd64 - GNOME Shell 3.38.6

2 Systems - 157 Benchmark Results

Apple M2 - Apple MacBook Air - 8GB

Arch rolling - 5.19.0-rc7-asahi-2-1-ARCH - KDE Plasma 5.25.4

3 Systems - 50 Benchmark Results

Intel Core i9-9900K - ASRock Z390M Pro4 - Intel Cannon Lake PCH

Ubuntu 20.04 - 5.9.0-050900rc1daily20200819-generic - GNOME Shell 3.36.9

3 Systems - 27 Benchmark Results

AMD Ryzen 7 4700U - LENOVO LNVNB161216 - AMD Renoir

Pop 22.04 - 5.17.5-76051705-generic - GNOME Shell 42.1

3 Systems - 132 Benchmark Results

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

Ubuntu 21.10 - 5.15.5-051505-generic - GNOME Shell 40.5

3 Systems - 39 Benchmark Results

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

Ubuntu 21.10 - 5.17.0-rc1-sched-core-phx - GNOME Shell 40.5

2 Systems - 42 Benchmark Results

Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers

Debian 11 - 5.10.0-10-amd64 - X Server

4 Systems - 33 Benchmark Results

Intel Core i7-1065G7 - Dell 06CDVY - Intel Ice Lake-LP DRAM

Pop 22.04 - 5.17.5-76051705-generic - GNOME Shell 42.1

2 Systems - 56 Benchmark Results

2 x AMD EPYC 7773X 64-Core - AMD DAYTONA_X - AMD Starship

Ubuntu 21.04 - 5.19.0-rc2-amd-patch - GNOME Shell 3.38.4

3 Systems - 35 Benchmark Results

Intel Core i3-12100 - ASRock B660M-HDV - Intel Device 7aa7

Ubuntu 22.04 - 5.18.0-051800-generic - GNOME Shell 42.1

3 Systems - 34 Benchmark Results

AMD Ryzen 3 3200U - MOTILE PF4PU1F - AMD Raven

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

3 Systems - 42 Benchmark Results

Intel Core i3-10100 - Gigabyte B460M DS3H - Intel 10th Gen Core

Ubuntu 22.04 - 5.18.0-051800-generic - GNOME Shell 42.2

6 Systems - 26 Benchmark Results

Apple M1 - Apple Mac mini - 8GB

Arch Linux ARM - 5.17.0-rc7-asahi-next-20220310-5-2-ARCH - KDE Plasma 5.24.4

Find More Test Results