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

Source Repository

github.com

Test Created

22 September 2020

Last Updated

18 March 2023

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

8 Minutes, 30 Seconds

Average Run Time

18 Minutes, 40 Seconds

Test Dependencies

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

Accolades

40k+ Downloads

Supported Platforms

Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsOpenCV Popularity Statisticspts/opencv2017.092017.122018.032018.062018.092018.112019.012019.032019.052019.072019.092019.112020.012020.032020.092020.112021.012021.032021.052021.072021.092021.112022.012022.032022.052022.072022.092022.112023.012023.032023.052023.072023.092023.112024.012024.032024.052024.072024.092024.112025.015K10K15K20K25K
* 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 17 January 2025.
Core15.5%Features 2D9.3%Video12.0%Graph API9.7%Image Processing14.0%DNN13.2%Object Detection11.7%Stitching14.6%Test Option PopularityOpenBenchmarking.org

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.

Suites Using This Test

Machine Learning

HPC - High Performance Computing


Performance Metrics

Analyze Test Configuration:

OpenCV 4.7

Test: DNN - Deep Neural Network

OpenBenchmarking.org metrics for this test profile configuration based on 275 public results since 18 March 2023 with the latest data as of 26 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
11
12237 +/- 584
AMD Ryzen 7 7700 8-Core
93rd
3
15888
Intel Core i9-13900K
91st
7
16952 +/- 1003
AMD Ryzen 7 5800X3D 8-Core
84th
9
22245 +/- 2314
AMD Ryzen 9 7900X 12-Core
80th
9
23163 +/- 737
AMD EPYC 9654 96-Core
79th
6
23281 +/- 378
Mid-Tier
75th
> 24056
AMD Ryzen 9 7900X3D 12-Core
71st
6
25229 +/- 1258
2 x Intel Xeon Gold 6346
69th
3
25359 +/- 2948
AMD Ryzen 9 7950X3D 16-Core
69th
10
25429 +/- 3058
Intel Xeon Gold 6346
69th
3
25652 +/- 1058
AMD EPYC 7343 16-Core
68th
3
25746 +/- 353
Intel Core i7-1185G7
68th
3
25832 +/- 1578
Intel Core i7-10700T
66th
3
26006 +/- 1841
AMD Ryzen 7 4700U
59th
3
27779 +/- 820
Intel Core i7-1165G7
57th
4
28482 +/- 1818
2 x Intel Xeon Gold 6338
56th
3
28638 +/- 3343
AMD Ryzen Threadripper 3970X 32-Core
53rd
3
29606 +/- 2060
2 x Intel Xeon Gold 6342
53rd
6
29752 +/- 1328
Median
50th
30017
AMD Ryzen 9 3900XT 12-Core
41st
4
33798 +/- 107
AMD Ryzen 7 PRO 5850U
37th
4
36042 +/- 3962
4 x Intel Xeon Gold 6130
35th
4
37362 +/- 1589
AMD Ryzen 7 6800U
35th
3
37494 +/- 1371
AMD EPYC 7773X 64-Core
32nd
4
39756
AMD Ryzen 9 5900HX
29th
3
41429 +/- 2547
Intel Core i7-1280P
27th
4
44948 +/- 3481
Low-Tier
25th
> 46300
Intel Core i7-8565U
19th
3
51915 +/- 3332
AMD Ryzen 9 5950X 16-Core
18th
4
54483 +/- 1764
Intel Core i7-1065G7
17th
3
55836 +/- 5120
ARMv8 Neoverse-N1 128-Core
15th
3
59821 +/- 815
AMD Ryzen 5 5500U
12th
3
69830 +/- 712
2 x AMD EPYC 7373X 16-Core
11th
4
74009 +/- 9643
AMD Ryzen 7 4800U
10th
3
79702 +/- 4807
2 x AMD EPYC 7573X 32-Core
9th
3
87133
2 x Intel Xeon Platinum 8380
7th
4
111606 +/- 4364
AMD EPYC 7551 32-Core
5th
3
134365 +/- 17697
Detailed Performance Overview
OpenBenchmarking.orgDistribution Of Public Results - Test: DNN - Deep Neural Network275 Results Range From 11062 To 11789264 ms1106224662748219271775795332211888871424452166001718955822131147236671226022772837842307340733089723544537378010240156674251232448679747223624957927519349254290575664622590018761357526371317660688268424477078012731357775491427784707802027282558378491402872696789625329198097943366296692279904792101403571037592210611487108470521108261711318182115537471178931260120180240300

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.

OpenBenchmarking.orgMinutesTime Required To Complete BenchmarkTest: DNN - Deep Neural NetworkRun-Time1428425670Min: 1 / Avg: 9.26 / Max: 70

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 2.6%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsTest: DNN - Deep Neural NetworkDeviation48121620Min: 0 / Avg: 2.58 / Max: 14

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

Recent Test Results

OpenBenchmarking.org Results Compare

7 Systems - 216 Benchmark Results

AMD Ryzen 7 5700X 8-Core - Gigabyte X470 AORUS ULTRA GAMING-CF - AMD Starship

Ubuntu 23.10 - 6.5.0-44-generic - X Server 1.21.1.7

7 Systems - 216 Benchmark Results

AMD Ryzen 5 2600 Six-Core - Gigabyte X470 AORUS ULTRA GAMING-CF - AMD 17h

Ubuntu 23.10 - 6.5.0-44-generic - X Server 1.21.1.7

7 Systems - 216 Benchmark Results

AMD Ryzen 5 2600 Six-Core - Gigabyte X470 AORUS ULTRA GAMING-CF - AMD 17h

Ubuntu 23.10 - 6.5.0-44-generic - X Server 1.21.1.7

6 Systems - 216 Benchmark Results

AMD Ryzen 5 2600 Six-Core - Gigabyte X470 AORUS ULTRA GAMING-CF - AMD 17h

Ubuntu 23.10 - 6.5.0-44-generic - X Server 1.21.1.7

6 Systems - 216 Benchmark Results

AMD Ryzen 5 2600 Six-Core - Gigabyte X470 AORUS ULTRA GAMING-CF - AMD 17h

Ubuntu 23.10 - 6.5.0-44-generic - X Server 1.21.1.7

6 Systems - 216 Benchmark Results

AMD Ryzen 5 2600 Six-Core - Gigabyte X470 AORUS ULTRA GAMING-CF - AMD 17h

Ubuntu 23.10 - 6.5.0-44-generic - X Server 1.21.1.7

5 Systems - 216 Benchmark Results

AMD Ryzen 5 2600 Six-Core - Gigabyte X470 AORUS ULTRA GAMING-CF - AMD 17h

Ubuntu 23.10 - 6.5.0-44-generic - X Server 1.21.1.7

5 Systems - 214 Benchmark Results

AMD Ryzen 5 2600 Six-Core - Gigabyte X470 AORUS ULTRA GAMING-CF - AMD 17h

Ubuntu 23.10 - 6.5.0-44-generic - X Server 1.21.1.7

1 System - 322 Benchmark Results

AMD Eng Sample 100-000000897-03 - Supermicro Super Server H13SSL-N v2.00 - AMD Device 14a4

Ubuntu 24.04 - 6.8.0-50-generic - GNOME Shell 46.0

2 Systems - 8 Benchmark Results

ARMv8 Cortex-A76 - Orange Pi 5 Plus - 32GB

Ubuntu 24.04 - 6.1.75-vendor-rk35xx - Xfce

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

1 System - 8 Benchmark Results

ARMv8 Cortex-A76 - Orange Pi 5 Plus - 32GB

Ubuntu 24.04 - 6.1.75-vendor-rk35xx - Xfce

Most Popular Test Results

OpenBenchmarking.org Results Compare

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

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

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

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

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

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

8 Systems - 271 Benchmark Results

AMD Ryzen 5 5600G - ASUS ROG CROSSHAIR VIII HERO - AMD Renoir

Ubuntu 22.04 - 5.19.0-46-generic - GNOME Shell 42.5

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

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

10 Systems - 272 Benchmark Results

AMD Ryzen 5 5600X 6-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 22.04 - 5.19.0-46-generic - GNOME Shell 42.5
Find More Test Results