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 updated weekly as of 20 December 2024.

Revision History

pts/opencv-1.3.0 [View Source] Sat, 18 Mar 2023 08:48:50 GMT
Update against OpenCV 4.7 upstream to fix GCC 13 build issues.

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 4.7

Test: DNN - Deep Neural Network

OpenBenchmarking.org metrics for this test profile configuration based on 273 public results since 18 March 2023 with the latest data as of 15 December 2024.

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)

AMD Ryzen 7 7700X 8-Core

100th

12237 ^{+/- 584}

AMD Ryzen 7 7700 8-Core

93rd

15888

Intel Core i9-13900K

91st

16952 ^{+/- 1003}

AMD Ryzen 7 5800X3D 8-Core

84th

22245 ^{+/- 2314}

AMD Ryzen 9 7900X 12-Core

80th

23163 ^{+/- 737}

AMD EPYC 9654 96-Core

79th

23281 ^{+/- 378}

Mid-Tier

75th

> 24056

AMD Ryzen 9 7900X3D 12-Core

71st

25229 ^{+/- 1258}

2 x Intel Xeon Gold 6346

69th

25359 ^{+/- 2948}

AMD Ryzen 9 7950X3D 16-Core

69th

25429 ^{+/- 3058}

Intel Xeon Gold 6346

68th

25652 ^{+/- 1058}

AMD EPYC 7343 16-Core

68th

25746 ^{+/- 353}

Intel Core i7-1185G7

68th

25832 ^{+/- 1578}

Intel Core i7-10700T

66th

26006 ^{+/- 1841}

AMD Ryzen 7 4700U

59th

27779 ^{+/- 820}

Intel Core i7-1165G7

57th

28482 ^{+/- 1818}

2 x Intel Xeon Gold 6338

56th

28638 ^{+/- 3343}

AMD Ryzen Threadripper 3970X 32-Core

53rd

29606 ^{+/- 2060}

2 x Intel Xeon Gold 6342

52nd

29752 ^{+/- 1328}

Median

50th

30003

AMD Ryzen 9 3900XT 12-Core

41st

33798 ^{+/- 107}

AMD Ryzen 7 PRO 5850U

37th

36042 ^{+/- 3962}

4 x Intel Xeon Gold 6130

35th

37362 ^{+/- 1589}

AMD Ryzen 7 6800U

35th

37494 ^{+/- 1371}

AMD EPYC 7773X 64-Core

32nd

39756

AMD Ryzen 9 5900HX

29th

41429 ^{+/- 2547}

Intel Core i7-1280P

27th

44948 ^{+/- 3481}

Low-Tier

25th

> 46281

Intel Core i7-8565U

18th

51915 ^{+/- 3332}

AMD Ryzen 9 5950X 16-Core

17th

54483 ^{+/- 1764}

Intel Core i7-1065G7

17th

55836 ^{+/- 5120}

ARMv8 Neoverse-N1 128-Core

15th

59821 ^{+/- 815}

AMD Ryzen 5 5500U

11th

69830 ^{+/- 712}

2 x AMD EPYC 7373X 16-Core

11th

74009 ^{+/- 9643}

AMD Ryzen 7 4800U

10th

79702 ^{+/- 4807}

2 x AMD EPYC 7573X 32-Core

9th

87133

2 x Intel Xeon Platinum 8380

7th

111606 ^{+/- 4364}

AMD EPYC 7551 32-Core

5th

134365 ^{+/- 17697}

Based on OpenBenchmarking.org data, the selected test / test configuration (OpenCV 4.7 - Test: DNN - Deep Neural Network) has an average run-time of 10 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 2.5%.

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)

RISC-V 64-bit

riscv64

SiFive RISC-V

ARMv7 32-bit

armv7l

ARMv7 rev 3 4-Core

ARMv8 64-bit

aarch64

ARMv8 Cortex-A72 4-Core, ARMv8 Cortex-A76 4-Core, ARMv8 Cortex-A78E 6-Core, ARMv8 Neoverse-N1, ARMv8 Neoverse-N1 128-Core, ARMv8 Neoverse-V1, HiSilicon TSV110, Phytium D2000

outputs 2 Systems - 8 Benchmark Results	ARMv8 Cortex-A76 - Orange Pi 5 Plus - 32GB Ubuntu 24.04 - 6.1.75-vendor-rk35xx - Xfce
pi5 1 System - 8 Benchmark Results	ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - Broadcom BCM2712 Debian 12 - 6.6.31+rpt-rpi-2712 - X Server
outputs 1 System - 8 Benchmark Results	ARMv8 Cortex-A76 - Orange Pi 5 Plus - 32GB Ubuntu 24.04 - 6.1.75-vendor-rk35xx - Xfce
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
phoronix-machine-learning.txt 1 System - 323 Benchmark Results	AMD Ryzen Threadripper 7960X 24-Cores - Gigabyte TRX50 AERO D - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-48-generic - GNOME Shell 46.0
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
kubuntu-2404-nvme 2 Systems - 541 Benchmark Results	ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - Broadcom BCM2712 Ubuntu 24.04 - 6.8.0-1012-raspi - KDE Plasma 5.27.11
kubuntu-2404-nvme 2 Systems - 525 Benchmark Results	ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - Broadcom BCM2712 Ubuntu 24.04 - 6.8.0-1013-raspi - KDE Plasma 5.27.11
102424machinelearningtest 1 System - 342 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z790-V AX - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.8.0-47-generic - GNOME Shell 46.0
kubuntu-2404-nvme 1 System - 495 Benchmark Results
opcv 0905 1 System - 8 Benchmark Results	HiSilicon TSV110 - Huawei TaiShan 200 - Huawei HiSilicon Ubuntu 22.04 - 5.15.0-119-generic - 1.3.255
H610-i312100-1 1 System - 334 Benchmark Results	Intel Core i3-12100 - ASRock H610M-HDV/M.2 R2.0 - Intel Device 7aa7 Ubuntu 20.04 - 5.15.0-89-generic - GNOME Shell 3.36.9

AMD Ryzen 7 PRO 6850U AMD P-State Linux 6.3 Featured Processor Comparison	AMD Ryzen 7 PRO 6850U - LENOVO 21CM0001US - AMD Device 14b5 Ubuntu 22.10 - 6.3.0-060300rc5daily20230403-generic - GNOME Shell 43.1
3900xt 2023 2 Systems - 328 Benchmark Results	AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 22.04 - 5.15.0-53-generic - GNOME Shell 42.2
5800X3d 2023 3 Systems - 131 Benchmark Results	AMD Ryzen 7 5800X3D 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 22.04 - 5.17.0-1019-oem - GNOME Shell 42.2
new tests extra cpus Featured Processor Comparison	Intel Xeon Gold 6346 - Supermicro X12SPO-NTF v2.00 - 8 x 64 GB DDR4-3200MT AlmaLinux 9.1 - 5.14.0-162.12.1.el9_1.x86_64 - GCC 11.3.1 20220421
epyc 9654 AMD March 5 Systems - 203 Benchmark Results	AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 23.04 - 5.19.0-21-generic - GNOME Shell 43.1
new tests extra cpus 4 Systems - 215 Benchmark Results	AMD EPYC 7343 16-Core - Supermicro H12SSL-i v1.02 - 8 x 64 GB DDR4-3200MT AlmaLinux 9.1 - 5.14.0-162.12.1.el9_1.x86_64 - GCC 11.3.1 20220421
xxx Featured OpenGL Comparison	Intel Core i7-10700T - Logic Supply RXM-181 - Intel Comet Lake PCH openSUSE 20230303 - 6.2.1-1-default - KDE Plasma 5.27.2
xxx 3 Systems - 237 Benchmark Results	AMD Ryzen 7 4800U - ASRock 4X4-4000 - AMD Renoir Ubuntu 22.04 - 5.19.0-rc6-phx-retbleed - GNOME Shell 42.2
April 2023 AMD Zen 4 Linux Benchmarks Featured Processor Comparison	AMD Ryzen 7 7700X 8-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 23.04 - 6.2.8-060208-generic - GNOME Shell 44.0
System76 Pangolin AMD 6800U 2 Systems - 111 Benchmark Results	AMD Ryzen 7 6800U - System76 Pangolin - AMD Device 14b5 Pop 22.04 - 6.2.6-76060206-generic - GNOME Shell 42.5
AMD Ryzen 5000 Series Linux Performance Featured Processor Comparison	AMD Ryzen 7 5800X3D 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 22.04 - 5.19.0-46-generic - GNOME Shell 42.5
AMD Ryzen 5000 Series Linux Performance 8 Systems - 271 Benchmark Results	AMD Ryzen 7 7800X3D 8-Core - ASUS PRIME X670-P - AMD Device 14d8 Ubuntu 22.04 - 6.2.0-26-generic - MATE 1.26.0
sat sat 3 Systems - 81 Benchmark Results	Intel Core i5-12600K - ASUS PRIME Z690-P WIFI D4 - Intel Device 7aa7 Ubuntu 22.04 - 5.19.0-051900rc6daily20220716-generic - GNOME Shell 42.1
sat sat 3 Systems - 133 Benchmark Results	AMD Ryzen 7 PRO 5850U - HP 8A78 - AMD Renoir Pop 22.04 - 5.19.0-76051900-generic - GNOME Shell 42.3.1
sat sat Featured OpenGL Comparison	AMD Ryzen 5 5500U - NB01 NL5xNU - AMD Renoir Tuxedo 22.04 - 6.0.0-1010-oem - KDE Plasma 5.26.5

OpenCV

Project Site

Source Repository

Test Created

Last Updated

Test Maintainer

Test Type

Average Install Time

Average Run Time

Test Dependencies

Accolades

Supported Platforms

Revision History

Suites Using This Test

Performance Metrics

OpenCV 4.7

Test: DNN - Deep Neural Network

Tested CPU Architectures

Recent Test Results

Most Popular Test Results