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 7 May 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 253 public results since 18 March 2023 with the latest data as of 13 March 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

90th

16952 ^{+/- 1003}

AMD Ryzen 7 5800X3D 8-Core

83rd

22245 ^{+/- 2314}

AMD Ryzen 9 7900X 12-Core

79th

23163 ^{+/- 737}

AMD EPYC 9654 96-Core

78th

23281 ^{+/- 378}

Mid-Tier

75th

> 23795

AMD Ryzen 9 7900X3D 12-Core

70th

25229 ^{+/- 1258}

2 x Intel Xeon Gold 6346

68th

25359 ^{+/- 2948}

AMD Ryzen 9 7950X3D 16-Core

68th

25429 ^{+/- 3058}

Intel Xeon Gold 6346

67th

25652 ^{+/- 1058}

AMD EPYC 7343 16-Core

67th

25746 ^{+/- 353}

Intel Core i7-1185G7

67th

25832 ^{+/- 1578}

Intel Core i7-10700T

65th

26006 ^{+/- 1841}

AMD Ryzen 7 4700U

57th

27779 ^{+/- 820}

Intel Core i7-1165G7

55th

28482 ^{+/- 1818}

2 x Intel Xeon Gold 6338

54th

28638 ^{+/- 3343}

AMD Ryzen Threadripper 3970X 32-Core

51st

29606 ^{+/- 2060}

Median

50th

29735

2 x Intel Xeon Gold 6342

50th

29752 ^{+/- 1328}

AMD Ryzen 9 3900XT 12-Core

40th

33798 ^{+/- 107}

AMD Ryzen 7 PRO 5850U

35th

36042 ^{+/- 3962}

4 x Intel Xeon Gold 6130

33rd

37362 ^{+/- 1589}

AMD Ryzen 7 6800U

33rd

37494 ^{+/- 1371}

AMD EPYC 7773X 64-Core

31st

39756

AMD Ryzen 9 5900HX

27th

41429 ^{+/- 2547}

Low-Tier

25th

> 43980

Intel Core i7-1280P

25th

44948 ^{+/- 3481}

Intel Core i7-8565U

17th

51915 ^{+/- 3332}

AMD Ryzen 9 5950X 16-Core

16th

54483 ^{+/- 1764}

Intel Core i7-1065G7

15th

55836 ^{+/- 5120}

AMD Ryzen 5 5500U

10th

69830 ^{+/- 712}

2 x AMD EPYC 7373X 16-Core

10th

74009 ^{+/- 9643}

AMD Ryzen 7 4800U

9th

79702 ^{+/- 4807}

2 x AMD EPYC 7573X 32-Core

8th

87133

2 x Intel Xeon Platinum 8380

5th

111606 ^{+/- 4364}

AMD EPYC 7551 32-Core

4th

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 8 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%.

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.

rasp benchmark 1 System - 52 Benchmark Results	ARMv7 rev 3 - BCM2711 - Broadcom and subsidiaries BCM2711 Raspbian 11 - 5.15.84-v7l+ - ext4
24.03.13.Pop.2204.ML.test1 1 System - 341 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ProArt X670E-CREATOR WIFI - AMD Device 14d8 Pop 22.04 - 6.6.10-76060610-generic - GNOME Shell 42.5
opencvrun1 1 System - 8 Benchmark Results	ARMv8 Cortex-A72 - Raspberry Pi 4 Model B Rev 1.4 - Broadcom BCM2711 Debian 12 - 6.1.0-rpi7-rpi-v8 - X Server
opencvrun3 1 System - 8 Benchmark Results	Intel Core i5-7400 - Dell Vostro 3268 0Y2YM6 - Intel Xeon E3-1200 v6 Debian 11 - 5.10.0-23-amd64 - GNOME Shell 3.38.6
phytiumd2000opencv 1 System - 8 Benchmark Results	Phytium D2000/8 E8C - GreatWall GW-001M1A-FTF v1.0 - 16GB Uos 20 - 4.19.0-arm64-desktop - Deepin Desktop Environment
opencv-benchmark 1 System - 8 Benchmark Results	Intel Core i7-14700K - ASUS ROG STRIX Z790-H GAMING WIFI - Intel Raptor Lake-S PCH ManjaroLinux 23.1.3 - 6.6.16-2-MANJARO - Xfce 4.18
HDR3-A44000-1 1 System - 304 Benchmark Results	AMD A4-5300 APU - ASRock FM2A88M-HD+ R3.0 - AMD 15h Ubuntu 20.04 - 5.15.0-89-generic - GNOME Shell 3.36.9
ml-benchmark2 1 System - 295 Benchmark Results	AMD Ryzen 9 7950X3D 16-Core - ASUS PRIME X670E-PRO WIFI - AMD Device 14d8 Ubuntu 22.04 - 6.2.0-39-generic - GNOME Shell 42.9
HDVR4-A8.9600-1 1 System - 301 Benchmark Results	AMD A8-9600 RADEON R7 10 COMPUTE CORES 4C+6G - ASRock A320M-HDV R4.0 - AMD 15h Ubuntu 20.04 - 5.15.0-89-generic - GNOME Shell 3.36.9
ai 1 System - 82 Benchmark Results	AMD Ryzen 7 7840U - Framework FRANMDCP07 - AMD Device 14e8 Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1
h510-i310100-1 1 System - 307 Benchmark Results	Intel Core i3-10100 - ASRock H510M-HVS - Intel Device 43ef Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9
h510-g6405-1 1 System - 264 Benchmark Results	Intel Pentium Gold G6405 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9
TestRunNewCMake 1 System - 264 Benchmark Results	Intel Pentium Gold G6400 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-86-generic - GNOME Shell 3.36.9

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

Machine Learning

HPC - High Performance Computing

Performance Metrics

OpenCV 4.7

Test: DNN - Deep Neural Network

Tested CPU Architectures

Recent Test Results

Compare

rasp benchmark

24.03.13.Pop.2204.ML.test1

opencvrun1

opencvrun3

phytiumd2000opencv

opencv-benchmark

HDR3-A44000-1

ml-benchmark2

HDVR4-A8.9600-1

ai

h510-i310100-1

h510-g6405-1

TestRunNewCMake