OpenCV Benchmark - OpenBenchmarking.org

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.

* 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 30 November 2022.

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.

Performance Metrics

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)

Intel Core i9-9900K

100th

7590 ^{+/- 352}

AMD Ryzen Threadripper 3970X 32-Core

95th

8477 ^{+/- 386}

Intel Core i9-12900K

90th

9753 ^{+/- 1167}

2 x AMD EPYC 7773X 64-Core

86th

10063 ^{+/- 553}

AMD Ryzen 9 3900XT 12-Core

80th

11657 ^{+/- 1147}

Mid-Tier

75th

> 12087

AMD Ryzen Threadripper 3990X 64-Core

68th

14018 ^{+/- 1997}

Intel Core i5-12600K

67th

14221 ^{+/- 622}

AMD Ryzen 9 5900HX

65th

15448 ^{+/- 1211}

AMD Ryzen 7 4700U

56th

19147 ^{+/- 1207}

AMD Ryzen 5 5500U

54th

19642 ^{+/- 2345}

Median

50th

28385

AMD Ryzen 5 4500U

49th

29055 ^{+/- 3078}

Intel Core i9-10980XE

42nd

32942 ^{+/- 1138}

AMD Ryzen 9 5950X 16-Core

42nd

33067 ^{+/- 889}

Intel Xeon Silver 4216

40th

34163 ^{+/- 1928}

Intel Core i3-12100

35th

39758 ^{+/- 2808}

2 x Intel Xeon Platinum 8380

28th

52076 ^{+/- 54}

Intel Core i7-1065G7

26th

53532 ^{+/- 4598}

Low-Tier

25th

> 57352

AMD Ryzen 3 3200U

18th

119148 ^{+/- 8568}

Apple M1

17th

121163 ^{+/- 4946}

Apple M2

9th

140938 ^{+/- 1154}

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.

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

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.

img 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
vid1 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
obj1 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
DNN1 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
opencv-rpi4-64 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
xoamsrvopencv 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
AMD Ryzen 7 5800X3D Linux Benchmarks 4 Systems - 537 Benchmark Results	AMD Ryzen 7 5800X3D 8-Core - ASRock X570 Pro4 - AMD Starship Ubuntu 22.04 - 5.17.4-051704-generic - GNOME Shell 42.0
Blade 3-OpenCV-Test-220819 1 System - 2 Benchmark Results	Rockchip ARMv8 Cortex-A76 - Mixtile Blade 3 v1.0.1 - 16GB Debian 11 - 5.10.66 - Xfce 4.16
modesettingDriver 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
modesettingDriver 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
Apple M2 More Linux Benchmarks 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
ml_test_results1 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
phoronix-results 1 System - 108 Benchmark Results
jul-27 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
machine-learning-test-1 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

epyc satty 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
Apple M2 More Linux Benchmarks 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
intel satty 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
new-tests Featured Disk Comparison	AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Fedora Linux 36 - 5.18.5-200.fc36.x86_64 - GNOME Shell 42.2
4700u more june 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
tr 3960X June 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
7742 2P June 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
xeon silver satty 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
new-tests Featured Disk Comparison	AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Fedora Linux 36 - 5.18.5-200.fc36.x86_64 - GNOME Shell 42.2
icelake monday 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
milan x june 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
12100 new tests 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
satty new 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
10100 new 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
m1 eo june 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

OpenCV

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Last Updated

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Suites Using This Test

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OpenCV 4.6

Test: DNN - Deep Neural Network

Tested CPU Architectures

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