RealSR-NCNN Benchmark - OpenBenchmarking.org

RealSR-NCNN is an NCNN neural network implementation of the RealSR project and accelerated using the Vulkan API. RealSR is the Real-World Super Resolution via Kernel Estimation and Noise Injection. NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent. This test profile times how long it takes to increase the resolution of a sample image by a scale of 4x with Vulkan.

To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark realsr-ncnn.

* 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 15 June 2021.

Performance Metrics

RealSR-NCNN 20200818

Scale: 4x - TAA: No

OpenBenchmarking.org metrics for this test profile configuration based on 2,331 public results since 24 September 2020 with the latest data as of 12 June 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

Seconds (Average)

AMD Radeon RX 6800 XT

100th

NVIDIA GeForce RTX 3090

92nd

202

NVIDIA GeForce RTX 3080

88th

AMD Radeon RX 6700

88th

NVIDIA GeForce RTX 2080 Ti

83rd

NVIDIA GeForce RTX 3070

80th

NVIDIA GeForce RTX 2080 SUPER

79th

9 ^{+/- 1}

NVIDIA GeForce RTX 3060 Ti

79th

AMD Radeon RX 5700 XT

77th

Mid-Tier

75th

> 9

AMD Radeon RX 5600 OEM

72nd

9 ^{+/- 1}

Zotac NVIDIA GeForce RTX 2080

71st

NVIDIA GeForce RTX 2070 SUPER

69th

eVGA NVIDIA GeForce RTX 3060

68th

Sapphire AMD Radeon RX 5600 OEM

68th

11 ^{+/- 1}

ASUS NVIDIA GeForce RTX 2070

67th

NVIDIA GeForce RTX 2060 SUPER

67th

NVIDIA GeForce RTX 2060

64th

NVIDIA Quadro RTX 4000

63rd

NVIDIA GeForce GTX 1080 Ti

61st

NVIDIA Quadro RTX 5000 with Max-Q Design

60th

14 ^{+/- 1}

NVIDIA GeForce GTX 1070

60th

NVIDIA GeForce GTX 980 Ti

59th

MSI AMD Radeon RX 470

59th

16 ^{+/- 1}

NVIDIA GeForce GTX 1080

59th

17 ^{+/- 1}

eVGA NVIDIA GeForce GTX 1660 Ti

57th

eVGA NVIDIA GeForce GTX 1660 SUPER

57th

ASUS NVIDIA GeForce GTX 1660

57th

NVIDIA GeForce GTX 1060

52nd

21 ^{+/- 1}

Median

50th

AMD Radeon RX 580

50th

240

21 ^{+/- 1}

Intel HD 4600

46th

Sapphire AMD Radeon RX 5500

44th

ASUS NVIDIA GeForce GTX 1650 SUPER

43rd

Intel HD P630

41st

29 ^{+/- 2}

ASUS NVIDIA GeForce GTX 1650

41st

XFX AMD Radeon R9 285

41st

NVIDIA Quadro P2000

40th

38 ^{+/- 1}

eVGA NVIDIA GeForce GTX 950

40th

48 ^{+/- 1}

AMD Radeon RX 470

35th

59 ^{+/- 1}

Gigabyte AMD Radeon RX 470

34th

Low-Tier

25th

> 86

Intel UHD 750

20th

115

Sapphire AMD Radeon RX 550 640SP

18th

125

Intel Iris Plus G7

17th

142 ^{+/- 1}

NVIDIA GeForce GTX 660

6th

169

ASUS Intel UHD 630

4th

198 ^{+/- 29}

Intel UHD P630

4th

223

Intel 8th Gen Core Gaussian Mixture Model

3rd

251

MSI Intel UHD 630

3rd

255

Gigabyte Intel UHD 630

2nd

258

Gigabyte AMD Radeon 540

2nd

311 ^{+/- 5}

Intel HD 530

1st

320 ^{+/- 1}

AMD Radeon RX 460

1st

371

Based on OpenBenchmarking.org data, the selected test / test configuration (RealSR-NCNN 20200818 - Scale: 4x - TAA: No) has an average run-time of 4 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 1.4%.

Notable Instruction Set Usage

Notable instruction set extensions supported by this test, based on an automatic analysis by the Phoronix Test Suite / OpenBenchmarking.org analytics engine.

Instruction Set

Support

Instructions Detected

SSE2 (SSE2)

Used by default on supported hardware.

MOVD CVTSI2SD MULSD CVTTSD2SI PSHUFD MOVDQA MOVDQU PSLLDQ PSRLDQ CVTSS2SD PUNPCKLQDQ CVTDQ2PS ADDSD DIVSD CVTSD2SS MOVAPD MULPD CVTPS2PD CVTPD2PS UNPCKLPD SUBSD UCOMISD PMULUDQ PSHUFLW PSHUFHW CVTDQ2PD DIVPD ADDPD MINSD MAXSD XORPD ANDPD CMPLTSD ANDNPD SQRTSD ORPD PUNPCKHQDQ PADDQ PSUBQ

SSSE3 (SSSE3)

Used by default on supported hardware.

PSHUFB PABSW PSIGNW PALIGNR

Advanced Vector Extensions (AVX)

Used by default on supported hardware.
Found on Intel processors since Sandy Bridge (2011).
Found on AMD processors since Bulldozer (2011).

VZEROUPPER VBROADCASTSS VINSERTF128 VEXTRACTF128 VPERM2F128 VMASKMOVPS

Advanced Vector Extensions 2 (AVX2)

Used by default on supported hardware.
Found on Intel processors since Haswell (2013).
Found on AMD processors since Excavator (2016).

VINSERTI128 VPERMQ VEXTRACTI128 VPERM2I128 VGATHERDPS VPERMD VPBROADCASTD

FMA (FMA)

Used by default on supported hardware.
Found on Intel processors since Haswell (2013).
Found on AMD processors since Bulldozer (2011).

VFMADD132PS VFMADD213PS VFNMADD231PS VFMADD132SS VFMADD231SS VFMADD231PS VFMSUB132PS VFNMADD132PS

Last automated analysis: 10 May 2021

This test profile binary relies on the shared libraries libc.so.6, libvulkan.so.1, libgomp.so.1, libpthread.so.0, libm.so.6, libmvec.so.1, libdl.so.2.

NVIDIA GPU Compute 1 System - 171 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 21.04 - 5.11.0-17-generic - GNOME Shell 3.38.4
May EO 2021 GPUs 4 Systems - 73 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 21.04 - 5.11.0-17-generic - GNOME Shell 3.38.4
May EO 2021 GPUs 1 System - 70 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 21.04 - 5.13.0-051300rc3daily20210525-generic - GNOME Shell 3.38.4
May 2021 GPUs 1 System - 61 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 21.04 - 5.13.0-051300rc3daily20210525-generic - GNOME Shell 3.38.4
deunan 3 Systems - 15 Benchmark Results	AMD Ryzen 9 5900X 12-Core - Gigabyte X570 AORUS MASTER - AMD Starship Red Hat Enterprise Linux 8.3 - 4.18.0-240.22.1.el8_3.x86_64 - GNOME Shell 3.32.2
deunan 2 Systems - 12 Benchmark Results	AMD Ryzen 9 5900X 12-Core - Gigabyte X570 AORUS MASTER - AMD Starship Red Hat Enterprise Linux 8.4 - 5.4.121-1.el8.elrepo.x86_64 - GNOME Shell 3.32.2
kali 1 System - 29 Benchmark Results	Intel Xeon E-2288G - Intel 440BX - Intel 440BX Kali 2021.1 - 5.10.0-kali7-amd64 - Xfce 4.16
ryzen-5-5500u-linux-ubuntu 1 System - 138 Benchmark Results	AMD Ryzen 5 5500U - LENOVO LNVNB161216 - AMD Renoir Root Complex Ubuntu 21.04 - 5.11.0-17-generic - GNOME Shell 3.38.4
ryzen-5-5500u-linux-ubuntu 2 Systems - 138 Benchmark Results	AMD Ryzen 5 5500U - LENOVO LNVNB161216 - AMD Renoir Root Complex Ubuntu 21.04 - 5.11.0-17-generic - GNOME Shell 3.38.4
Ryzen 5 5500U Linux Ubuntu 1 System - 138 Benchmark Results	AMD Ryzen 5 5500U - LENOVO LNVNB161216 - AMD Renoir Root Complex Ubuntu 21.04 - 5.11.0-17-generic - GNOME Shell 3.38.4
Ubuntu 21.04 Laptops 5 Systems - 190 Benchmark Results	AMD Ryzen 5 4500U - LENOVO LNVNB161216 - AMD Renoir Root Complex Ubuntu 21.04 - 5.11.0-17-generic - GNOME Shell 3.38.4
Lenovo Ryzen 5 5500U Windows 10 1 System - 153 Benchmark Results	AMD Ryzen 5 5500U - LENOVO LNVNB161216 - 2 x 4096 MB 3200MHz 4ATF51264HZ-3G2J1 Microsoft Windows 10 Home Build 19042 - 10.0 - 27.20.14028.6

OnLogic Helix 500 Linux benchmarks 2 Systems - 151 Benchmark Results	Intel Xeon E-2278GEL - Logic Supply RXM-181 - Intel Cannon Lake PCH Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2
Fedora 32 vs. Fedora 33 Beta Benchmarks 3 Systems - 174 Benchmark Results	Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Fedora 33 - 5.8.11-300.fc33.x86_64 - GNOME Shell 3.38.0
Intel Tiger Lake Linux 5.11/5.12 Tests Featured Kernel Comparison	Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 20.10 - 5.10.0-051000-generic - GNOME Shell 3.38.2
Core i9 10900K - Ubuntu 20.04 LTS vs. Ubuntu 20.10 2 Systems - 403 Benchmark Results	Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.10 - 5.8.0-22-generic - GNOME Shell 3.38.0
Ryzen 9 3900XT Ubuntu 20.04 LTS vs. Ubuntu 20.10 3 Systems - 406 Benchmark Results	Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.4
February 2021 Vulkan Compute 9 Systems - 5 Benchmark Results	AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2
Ryzen 3 2200G 2021 3 Systems - 191 Benchmark Results	AMD Ryzen 3 2200G - ASUS PRIME B350M-E - AMD Raven Ubuntu 20.10 - 5.8.0-38-generic - GNOME Shell 3.38.1
Intel Tiger Lake Driver Comparison 4 Systems - 36 Benchmark Results	Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 20.10 - 5.10.0-051000rc6-generic - GNOME Shell 3.38.1
Dell Tiger Lake Stock Configuration 4 Systems - 99 Benchmark Results	Intel Core i7-1165G7 - Dell 0GG9PT - Intel Device a0ef Ubuntu 20.04 - 5.6.0-1031-oem - GNOME Shell 3.36.4
Core i5 10600K October 3 Systems - 131 Benchmark Results	Intel Core i5-10600K - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH Ubuntu 20.04 - 5.4.0-45-generic - 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
Ryzen 9 5900X LInux 5.11 Featured Kernel Comparison	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.10 - 5.10.2-051002-generic - GNOME Shell 3.38.1

RealSR-NCNN

Project Site

Test Created

Test Maintainer

Test Type

Average Install Time

Average Run Time

Test Dependencies

Supported Platforms

Supported Architectures

Revision History

Suites Using This Test

Performance Metrics

RealSR-NCNN 20200818

Scale: 4x - TAA: No

Notable Instruction Set Usage

Recent Test Results

Most Popular Test Results