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 current as of 27 July 2021.

Performance Metrics

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)

AMD Ryzen Threadripper 3960X 24-Core

98th

3015 ^{+/- 73}

Intel Core i5-9400F

96th

3078 ^{+/- 107}

AMD EPYC 7F72 24-Core

92nd

3176 ^{+/- 42}

AMD Ryzen 7 5800X 8-Core

88th

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

67th

5288 ^{+/- 313}

Intel Xeon E-2288G

67th

5337 ^{+/- 676}

AMD Ryzen 5 5600X 6-Core

66th

5358 ^{+/- 221}

AMD Ryzen 7 3700X 8-Core

64th

5486 ^{+/- 74}

Intel Xeon E5-2609 v4

57th

6512 ^{+/- 279}

2 x AMD EPYC 7272 12-Core

56th

6532 ^{+/- 19}

Intel Core i3-7100

52nd

7218 ^{+/- 79}

Intel Core i9-7980XE

51st

7324 ^{+/- 466}

Median

50th

7370

Intel Core i7-8550U

50th

7375 ^{+/- 448}

AMD Ryzen Threadripper 2950X 16-Core

50th

7378 ^{+/- 230}

Intel Core i7-9750H

48th

7725 ^{+/- 475}

Intel Core i7-1065G7

44th

8269 ^{+/- 372}

Intel Core i7-6800K

41st

8786 ^{+/- 483}

AMD Ryzen 9 3900XT 12-Core

40th

9244 ^{+/- 148}

Intel Core i9-10980XE

38th

9377 ^{+/- 337}

2 x Intel Xeon Gold 5220R

33rd

10782 ^{+/- 288}

AMD Ryzen 7 1800X Eight-Core

32nd

11752 ^{+/- 30}

AMD Ryzen 5 4500U

28th

12790 ^{+/- 586}

AMD Ryzen 7 2700X Eight-Core

28th

12893 ^{+/- 201}

Low-Tier

25th

> 13622

AMD EPYC 7601 32-Core

23rd

15713

AMD Ryzen 7 1700 Eight-Core

17th

21012 ^{+/- 857}

POWER9 44-Core

10th

26047 ^{+/- 281}

Intel Core i7-8565U

6th

43939 ^{+/- 6575}

AMD Ryzen 3 3200U

5th

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 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.

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

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.

ss5 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
ss5 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
ss5 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
ss5 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
hp-dl380p-gen8-2x2690v1-256gb-10600r 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
hp-dl380p-gen8-2x2690v1-256gb-10600r 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
hp-dl380p-gen8-2x2690v1-256gb-10600r 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
HP DL380p Gen8 2x2690v1 256GB Ram 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
ss4 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
ss4 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
ss3 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
testing-server-memory 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

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
20201201 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
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
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
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
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
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 - 5.4.0-40-generic - GNOME Shell 3.36.1
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
hsw intel linux 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
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
Skylake Core i5 7600K Featured Kernel Comparison	Intel Core i5-7600K - Gigabyte Z270M-D3H-CF - Intel Xeon E3-1200 v6 Ubuntu 20.04 - 5.4.0-40-generic - GNOME Shell 3.36.4

OpenCV

Project Site

Test Created

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Test Type

Average Install Time

Average Run Time

Test Dependencies

Supported Platforms

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Suites Using This Test

Performance Metrics

OpenCV 4.4

Test: DNN - Deep Neural Network

Does It Scale Well With Increasing Cores?

Recent Test Results

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