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

Test Created

22 September 2020

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

15 Minutes, 42 Seconds

Average Run Time

17 Minutes, 59 Seconds

Test Dependencies

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

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsOpenCV Popularity Statisticspts/opencv2017.092017.112018.022018.042018.062018.082018.102018.122019.022019.042019.062019.082019.102019.122020.022020.042020.062020.082020.102020.122021.022021.042021.068001600240032004000
* 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 27 July 2021.
Features 2D26.9%Object Detection24.9%DNN48.2%Test Option PopularityOpenBenchmarking.org

Revision History

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 4.4

Test: DNN - Deep Neural Network

OpenBenchmarking.org metrics for this test profile configuration based on 174 public results since 22 September 2020 with the latest data as of 6 July 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)
96th
3
3078 +/- 107
92nd
6
3176 +/- 42
88th
5
3882 +/- 215
87th
3
3935 +/- 38
84th
3
4218 +/- 120
82nd
3
4320 +/- 65
Mid-Tier
75th
> 4725
74th
6
4785 +/- 126
74th
3
4845 +/- 194
69th
3
5005 +/- 436
67th
3
5288 +/- 313
67th
3
5337 +/- 676
66th
5
5358 +/- 221
64th
3
5486 +/- 74
57th
3
6512 +/- 279
52nd
3
7218 +/- 79
51st
3
7324 +/- 466
Median
50th
7370
50th
3
7375 +/- 448
48th
3
7725 +/- 475
44th
4
8269 +/- 372
41st
3
8786 +/- 483
38th
3
9377 +/- 337
33rd
4
10782 +/- 288
28th
6
12790 +/- 586
Low-Tier
25th
> 13622
17th
3
21012 +/- 857
10th
6
26047 +/- 281
6th
3
43939 +/- 6575
5th
3
47672 +/- 1767
OpenBenchmarking.orgDistribution Of Public Results - Test: DNN - Deep Neural Network174 Results Range From 2461 To 9166291 ms24611857383690155522927355699188461102123128540014686771651954183523120185082201785238506225683392751616293489331181703301447348472436680013851278403455542178324401109458438647676634950940513421753174945500771568404858673256050602623387964171566600433678371069669877150264733354175168187700095788337280666498249926843320386164808799757898303491663114080120160200

Based on OpenBenchmarking.org data, the selected test / test configuration (OpenCV 4.4 - Test: DNN - Deep Neural Network) has an average run-time of 3 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-Time612182430Min: 1 / Avg: 2.53 / Max: 24

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 8.9%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsTest: DNN - Deep Neural NetworkDeviation918273645Min: 0 / Avg: 8.87 / Max: 46

Does It Scale Well With Increasing Cores?

No, based on the automated analysis of the collected public benchmark data, this test / test settings does not generally scale well with increasing CPU core counts. Data based on publicly available results for this test / test settings, separated by vendor, result divided by the reference CPU clock speed, grouped by matching physical CPU core count, and normalized against the smallest core count tested from each vendor for each CPU having a sufficient number of test samples and statistically significant data.

IntelAMDOpenBenchmarking.orgRelative Core Scaling To BaseOpenCV CPU Core ScalingTest: DNN - Deep Neural Network46816240.82271.64542.46813.29084.1135

Recent Test Results

OpenBenchmarking.org Results Compare

25 Systems - 93 Benchmark Results

AMD EPYC 3255 8-Core Temp - congatec conga-B7E3 - AMD 17h

Ubuntu 16.04 - 4.4.0-186-generic - NVIDIA

24 Systems - 93 Benchmark Results

AMD EPYC 3255 8-Core Temp - congatec conga-B7E3 - AMD 17h

Ubuntu 16.04 - 4.4.0-186-generic - NVIDIA

23 Systems - 93 Benchmark Results

AMD EPYC 3255 8-Core Temp - congatec conga-B7E3 - AMD 17h

Ubuntu 16.04 - 4.4.0-186-generic - NVIDIA

22 Systems - 93 Benchmark Results

AMD EPYC 3255 8-Core Temp - congatec conga-B7E3 - AMD 17h

Ubuntu 16.04 - 4.4.0-186-generic - NVIDIA

3 Systems - 173 Benchmark Results

2 x Intel Xeon E5-2690 0 - HP ProLiant DL380p Gen8 - Intel Xeon E5

Ubuntu 18.04 - 5.4.0-65-generic - X Server 1.20.8

2 Systems - 173 Benchmark Results

2 x Intel Xeon E5-2690 0 - HP ProLiant DL380p Gen8 - Intel Xeon E5

Ubuntu 18.04 - 5.4.0-65-generic - X Server 1.20.8

1 System - 173 Benchmark Results

2 x Intel Xeon E5-2690 0 - HP ProLiant DL380p Gen8 - Intel Xeon E5

Ubuntu 18.04 - 5.4.0-65-generic - X Server 1.20.8

1 System - 87 Benchmark Results

2 x Intel Xeon E5-2690 0 - HP ProLiant DL380p Gen8 - Intel Xeon E5

Ubuntu 18.04 - 5.4.0-65-generic - X Server 1.20.8

24 Systems - 100 Benchmark Results

Intel Core i9-7980XE - ASRock X299E-ITX/ac - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.8.0-55-generic - GNOME Shell 3.36.7

22 Systems - 100 Benchmark Results

Intel Core i9-7980XE - ASRock X299E-ITX/ac - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.8.0-55-generic - GNOME Shell 3.36.7

23 Systems - 106 Benchmark Results

AMD EPYC 3255 8-Core Temp - congatec conga-B7E3 - AMD 17h

Ubuntu 20.04 - 5.4.0-77-generic - 4.5 Mesa 20.2.6

1 System - 99 Benchmark Results

Intel Xeon E5-2697 v3 - ASUS SABERTOOTH X99 - Intel Xeon E7 v3

Slackware 14.2 x86_64 - 5.13.0 - KDE Plasma 5.22.2

Most Popular Test Results

OpenBenchmarking.org Results Compare

3 Systems - 202 Benchmark Results

Intel Core i7-7700K - MSI Z270-A PRO - Intel Xeon E3-1200 v6

Ubuntu 20.04 - 5.8.14-050814-generic - GNOME Shell 3.36.4

1 System - 3 Benchmark Results

AMD Ryzen 5 3600X 6-Core - Gigabyte B450M DS3H-CF - AMD Device 1480

elementary 5.1.7 - 4.15.0-124-generic - KDE Plasma 5.12.9

4 Systems - 210 Benchmark Results

POWER9 - PowerNV T2P9D01 REV 1.01 - 64GB

Ubuntu 20.10 - 5.9.10-050910-generic - X Server

3 Systems - 114 Benchmark Results

AMD Ryzen 7 1800X Eight-Core - MSI X370 XPOWER GAMING TITANIUM - AMD 17h

Ubuntu 20.10 - 5.8.0-21-generic - GNOME Shell 3.38.0

2 Systems - 85 Benchmark Results

Intel Core i7-10510U - LENOVO 20U9CTO1WW - Intel Comet Lake PCH-LP

Fedora 33 - 5.9.16-200.fc33.x86_64 - KDE Plasma 5.20.4

3 Systems - 26 Benchmark Results

2 x Intel Xeon Gold 5220R - TYAN S7106 - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.9.0-050900rc6-generic - GNOME Shell 3.36.4

3 Systems - 111 Benchmark Results

2 x AMD EPYC 7742 64-Core - AMD DAYTONA_X - AMD Starship

Ubuntu 20.10 - 5.4.0-42-generic - GNOME Shell 3.36.4

3 Systems - 119 Benchmark Results

Intel Core i9-7980XE - ASUS PRIME X299-A - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.4.0-40-generic - GNOME Shell 3.36.1

3 Systems - 15 Benchmark Results

AMD Ryzen 3 3200U - MOTILE PF4PU1F - AMD Raven

Ubuntu 20.04 - 5.4.0-47-generic - GNOME Shell 3.36.4

2 Systems - 18 Benchmark Results

Intel Core i7-4558U - ASUS UX301LAA v1.0 - Intel Haswell-ULT DRAM

Ubuntu 20.04 - 5.9.0-050900rc6daily20200922-generic - GNOME Shell 3.36.4

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