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.

Performance Metrics

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)

AMD Ryzen Threadripper 3960X 24-Core

99th

3015 ^{+/- 73}

Intel Core i5-9400F

96th

3078 ^{+/- 107}

AMD EPYC 7F72 24-Core

93rd

3176 ^{+/- 42}

AMD Ryzen 7 5800X 8-Core

89th

3882 ^{+/- 215}

Intel Core i5-7600K

87th

3935 ^{+/- 38}

AMD Ryzen 3 3300X 4-Core

84th

4218 ^{+/- 120}

Intel Core i7-7900X

82nd

4320 ^{+/- 65}

AMD Ryzen 9 3900X 12-Core

80th

4394 ^{+/- 45}

Mid-Tier

75th

> 4725

AMD Ryzen 9 5950X 16-Core

74th

4785 ^{+/- 126}

AMD Ryzen 5 3600XT 6-Core

74th

4845 ^{+/- 194}

Intel Xeon E5-1680 v3

69th

5005 ^{+/- 436}

Intel Core i7-5775C

66th

5288 ^{+/- 313}

Intel Xeon E-2288G

66th

5337 ^{+/- 676}

AMD Ryzen 5 5600X 6-Core

66th

5358 ^{+/- 221}

AMD Ryzen 7 3700X 8-Core

63rd

5486 ^{+/- 74}

Intel Xeon E5-2609 v4

57th

6512 ^{+/- 279}

2 x AMD EPYC 7272 12-Core

56th

6532 ^{+/- 19}

Intel Core i3-7100

51st

7218 ^{+/- 79}

Intel Core i9-7980XE

51st

7324 ^{+/- 466}

Median

50th

7355

Intel Core i7-8550U

49th

7375 ^{+/- 448}

AMD Ryzen Threadripper 2950X 16-Core

49th

7378 ^{+/- 230}

Intel Core i7-9750H

47th

7725 ^{+/- 475}

Intel Core i7-1065G7

43rd

8269 ^{+/- 372}

Intel Core i7-6800K

41st

8786 ^{+/- 483}

AMD Ryzen 9 3900XT 12-Core

39th

9244 ^{+/- 148}

Intel Core i9-10980XE

38th

9377 ^{+/- 337}

2 x Intel Xeon Gold 5220R

32nd

10782 ^{+/- 288}

AMD Ryzen 7 1800X Eight-Core

31st

11752 ^{+/- 30}

AMD Ryzen 5 4500U

27th

12790 ^{+/- 586}

AMD Ryzen 7 2700X Eight-Core

27th

12893 ^{+/- 201}

Low-Tier

25th

> 13020

AMD EPYC 7601 32-Core

22nd

15713

AMD Ryzen 7 1700 Eight-Core

16th

21012 ^{+/- 857}

POWER9 44-Core

9th

26047 ^{+/- 281}

Intel Core i7-8565U

5th

43939 ^{+/- 6575}

AMD Ryzen 3 3200U

4th

47672 ^{+/- 1767}

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.

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

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.

6600-cpu 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
Ubuntu, Clear Linux 2019 vs. 2021 - Intel Xeon Cascade Lake 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
opencv-results 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
opencv_benchmark_results 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
AllTheCPUs 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
Full-cpu 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
g4opencv 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
rb5_opencv 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
xps13-hpc-baseline-x11-20210121-1 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
POWER9 44c 176t 2021 4 Systems - 210 Benchmark Results	POWER9 - PowerNV T2P9D01 REV 1.01 - 64GB Ubuntu 20.10 - 5.9.10-050910-generic - X Server
Coder Radio XPS 13 ML Ubuntu Benchmark 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
Coder Radio XPS 13 ML Ubuntu Benchmark 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

7700K Intel 2020 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
Ubuntu 20.10 Ryzen 7 1800X 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
Core i9 7980XE Oktober 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
9400f-sep Featured Kernel Comparison	Intel Core i5-9400F - MSI B360M GAMING PLUS - Intel Cannon Lake PCH Ubuntu 20.04 - 5.9.0-050900rc2-generic - GNOME Shell 3.36.0
epyc-7742-2p-september 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
Coder Radio XPS 13 ML Ubuntu Benchmark 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
Xeon 5220R Mid Week 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
3900X New Tests 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
3200U heavy 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
8565U W 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
i7 6800K Debian 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
Coder Radio XPS 13 ML Ubuntu Benchmark 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

OpenCV

Project Site

Test Created

Last Updated

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Test Type

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Performance Metrics

OpenCV 4.4

Test: DNN - Deep Neural Network

Does It Scale Well With Increasing Cores?

Recent Test Results

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