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

Last Updated

22 September 2020

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

14 Minutes, 25 Seconds

Average Run Time

16 Minutes, 57 Seconds

Test Dependencies

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

Supported Platforms


Public Result UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsOpenCV Popularity Statisticspts/opencv2017.092017.102017.112017.122018.022018.032018.042018.052018.062018.072018.082018.092018.102018.112018.122019.012019.022019.032019.042019.052019.062019.072019.082019.092019.102019.112019.122020.012020.022020.032020.042020.052020.062020.072020.082020.092020.102020.112020.122021.012021.022021.032021.046001200180024003000
* 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.
Data current as of Tue, 13 Apr 2021 00:09:24 GMT.
Features 2D25.7%Object Detection24.6%DNN49.7%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 170 public results since 22 September 2020 with the latest data as of 4 March 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
# Matching Public Results
ms (Average)
96th
3
3078 +/- 107
93rd
6
3176 +/- 42
89th
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
66th
3
5288 +/- 313
66th
3
5337 +/- 676
66th
5
5358 +/- 221
63rd
3
5486 +/- 74
57th
3
6512 +/- 279
51st
3
7218 +/- 79
51st
3
7324 +/- 466
Median
50th
7355
49th
3
7375 +/- 448
47th
3
7725 +/- 475
43rd
4
8269 +/- 372
41st
3
8786 +/- 483
38th
3
9377 +/- 337
32nd
4
10782 +/- 288
27th
6
12790 +/- 586
Low-Tier
25th
> 13020
16th
3
21012 +/- 857
9th
6
26047 +/- 281
5th
3
43939 +/- 6575
4th
3
47672 +/- 1767
OpenBenchmarking.orgDistribution Of Public Results - Test: DNN - Deep Neural Network170 Results Range From 2461 To 93708 ms24614286611179369761115861341115236170611888620711225362436126186280112983631661334863531137136389614078642611444364626148086499115173653561553865721159036608616268664511663366816169986718117363675461772867911180936827618458686411882369006191886937111020304050

Based on OpenBenchmarking.org data, the selected test / test configuration (OpenCV 4.4 - Test: DNN - Deep Neural Network) has an average run-time of 2 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-Time3691215Min: 1 / Avg: 2.1 / Max: 12

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 9%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsTest: DNN - Deep Neural NetworkDeviation918273645Min: 0 / Avg: 9.01 / 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 Network46816240.69581.39162.08742.78323.479

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 96 Benchmark Results

Intel Core i5-6600 - ASUS Z170-A - Intel Xeon E3-1200 v5

Ubuntu 20.04 - 5.4.0-70-generic - X Server 1.20.9

4 Systems - 23 Benchmark Results

2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers

Clear Linux OS 28660 - 5.0.6-726.native - GNOME Shell 3.32.0

1 System - 2 Benchmark Results

Intel Xeon E-2286M - Intel NUC9VXQNB - Intel Cannon Lake PCH

Ubuntu 20.10 - 5.8.0-40-generic - Cinnamon 4.6.7

1 System - 3 Benchmark Results

Intel Core i7-6820HQ - Dell 0M91XC - Intel Xeon E3-1200 v5

Ubuntu 20.04 - 5.4.0-42-generic - GNOME Shell 3.36.4

1 System - 111 Benchmark Results

2 x Intel Xeon E5-2678 v3 - HUANANZHI X99-T8D - Intel Xeon E7 v3

Debian 10 - 4.19.0-13-amd64 - GCC 8.3.0

1 System - 84 Benchmark Results

2 x Intel Xeon E5-2667 v2 - Intel S2600CP - Intel Xeon E7 v2

Debian 10 - 4.19.0-14-amd64 - GCC 8.3.0

1 System - 1 Benchmark Result

Intel Xeon Platinum 8259CL - Amazon EC2 g4dn.2xlarge - Intel 440FX 82441FX PMC

Ubuntu 18.04 - 5.4.0-1037-aws - GCC 7.5.0

1 System - 1 Benchmark Result

ARMv8 Cortex-A77 - Qualcomm KONA qrb5165 IOT RB5 - 8GB

Ubuntu 18.04 - 4.19.125 - GCC 7.5.0 + LLVM 6.0.0

1 System - 94 Benchmark Results

Intel Core i7-1165G7 - Dell 08607K - Intel Device a0ef

Ubuntu 20.04 - 5.6.0-1042-oem - GNOME Shell 3.36.4

4 Systems - 210 Benchmark Results

POWER9 - PowerNV T2P9D01 REV 1.01 - 64GB

Ubuntu 20.10 - 5.9.10-050910-generic - X Server

2 Systems - 85 Benchmark Results

Intel Core i5-1135G7 - Dell 0THX8P - Intel Device a0ef

Ubuntu 20.04 - 5.6.0-1036-oem - GNOME Shell 3.36.4

1 System - 83 Benchmark Results

Intel Core i5-1135G7 - Dell 0THX8P - Intel Device a0ef

Ubuntu 20.04 - 5.6.0-1036-oem - GNOME Shell 3.36.4

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

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

3 Systems - 119 Benchmark Results

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

Ubuntu 20.04 - 5.8.14-050814-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

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 - 53 Benchmark Results

AMD Ryzen 9 3900X 12-Core - ASUS TUF GAMING X570-PLUS - AMD Starship

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

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

3 Systems - 20 Benchmark Results

Intel Core i7-8565U - Dell 0KTW76 - Intel Cannon Point-LP

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

3 Systems - 60 Benchmark Results

Intel Core i7-6800K - MSI X99A WORKSTATION - Intel Xeon E7 v4

Debian 10 - 4.19.0-10-amd64 - GNOME Shell 3.30.2

1 System - 83 Benchmark Results

Intel Core i5-1135G7 - Dell 0THX8P - Intel Device a0ef

Ubuntu 20.04 - 5.6.0-1036-oem - GNOME Shell 3.36.4

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