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.

* 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 Fri, 09 Apr 2021 13:27:11 GMT.

Performance Metrics

RealSR-NCNN 20200818

Scale: 4x - TAA: No

OpenBenchmarking.org metrics for this test profile configuration based on 3,459 public results since 24 September 2020 with the latest data as of 9 April 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

Seconds (Average)

AMD Radeon RX 6800 XT

100th

109

NVIDIA GeForce RTX 3090

97th

NVIDIA GeForce RTX 3080

96th

NVIDIA GeForce RTX 2080 Ti

91st

NVIDIA GeForce RTX 2080 SUPER

88th

131

NVIDIA GeForce RTX 3070

88th

NVIDIA GeForce RTX 3060 Ti

87th

AMD Radeon RX 5700 XT

86th

218

AMD Radeon RX 5600 OEM

79th

9 ^{+/- 1}

Zotac NVIDIA GeForce RTX 2080

79th

NVIDIA GeForce RTX 2070 SUPER

78th

Sapphire AMD Radeon RX 5600 OEM

77th

11 ^{+/- 1}

ASUS NVIDIA GeForce RTX 2070

77th

NVIDIA GeForce RTX 2060 SUPER

77th

Mid-Tier

75th

> 12

NVIDIA Quadro RTX 4000

75th

NVIDIA GeForce RTX 2060

73rd

13 ^{+/- 1}

NVIDIA GeForce GTX 1080 Ti

73rd

NVIDIA Quadro RTX 5000 with Max-Q Design

72nd

14 ^{+/- 1}

NVIDIA GeForce GTX 1070

72nd

NVIDIA GeForce GTX 980 Ti

72nd

MSI AMD Radeon RX 470

71st

16 ^{+/- 1}

NVIDIA GeForce GTX 1080

71st

17 ^{+/- 1}

eVGA NVIDIA GeForce GTX 1660 Ti

71st

eVGA NVIDIA GeForce GTX 1660 SUPER

70th

ASUS NVIDIA GeForce GTX 1660

70th

NVIDIA GeForce GTX 1060

63rd

21 ^{+/- 1}

AMD Radeon RX 580

60th

545

21 ^{+/- 1}

Intel HD 4600

54th

109

Sapphire AMD Radeon RX 5500

51st

Median

50th

ASUS NVIDIA GeForce GTX 1650 SUPER

50th

Intel HD P630

47th

29 ^{+/- 2}

ASUS NVIDIA GeForce GTX 1650

47th

XFX AMD Radeon R9 285

47th

NVIDIA Quadro P2000

47th

38 ^{+/- 1}

eVGA NVIDIA GeForce GTX 950

46th

48 ^{+/- 1}

AMD Radeon RX 470

40th

59 ^{+/- 1}

Gigabyte AMD Radeon RX 470

39th

Low-Tier

25th

> 113

Sapphire AMD Radeon RX 550 640SP

22nd

125

Intel Iris Plus G7

22nd

152 ^{+/- 15}

NVIDIA GeForce GTX 660

6th

109

169

ASUS Intel UHD 630

3rd

123

191 ^{+/- 22}

Intel UHD P630

3rd

223

Intel 8th Gen Core Gaussian Mixture Model

2nd

251

MSI Intel UHD 630

2nd

255

Gigabyte Intel UHD 630

2nd

258

Gigabyte AMD Radeon 540

1st

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 1.7%.

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: 31 January 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.

Intel Xe Graphics Windows 1 System - 13 Benchmark Results	Intel Core i9-11900K - ASUS ROG MAXIMUS XIII HERO - 2 x 16384 MB 3200MHz Corsair CMK32GX4M2Z3600C18 Microsoft Windows 10 Pro Build 19042 - 10.0 - 27.20.100.9316
nvidia-gpu-compute-test 1 System - 9 Benchmark Results	AMD Ryzen Threadripper 3970X 32-Core - ASRock TRX40 Creator - AMD Starship Debian 10 - 4.19.0-16-amd64 - GNOME Shell 3.30.2
RTX 3070 Compute 3 Systems - 99 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.8.0-48-generic - GNOME Shell 3.36.7
ngc rtx 3090 3 Systems - 100 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.8.0-48-generic - GNOME Shell 3.36.7
GPU compute 1 System - 100 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.8.0-48-generic - GNOME Shell 3.36.7
Intel Linux Rocket Lake Graphics 4 Systems - 138 Benchmark Results	Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3
fedora-34-beta 1 System - 119 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Fedora 34 - 5.11.9-300.fc34.x86_64 - GNOME Shell 40.0
rt 1 System - 1 Benchmark Result	AMD Ryzen 7 3700X 8-Core - MSI B450 TOMAHAWK MAX - 2 x 16384 MB 3600MHz F4-3600C17-16GTZSW Microsoft Windows 10 Education Build 19042 - 10.0 - 461.72
090320211754-ryzen7 2 Systems - 23 Benchmark Results	AMD Ryzen 7 3800X 8-Core - ASUS ROG STRIX B550-F GAMING - AMD Starship Pop 20.10 - 5.8.0-7642-generic - GNOME Shell 3.38.3
090320211754-ryzen7 1 System - 23 Benchmark Results	AMD Ryzen 7 3800X 8-Core - ASUS ROG STRIX B550-F GAMING - AMD Starship Pop 20.10 - 5.8.0-7642-generic - GNOME Shell 3.38.3
March 2021 Linux Vulkan, RT, Compute Featured Graphics Comparison	NVIDIA GeForce RTX 3060 Ti 8GB - NVIDIA GeForce RTX 3080 10GB - NVIDIA GeForce RTX 2080 Ti 11GB
NVIDIA Linux GPU Benchmarks 2021 12 Systems - 59 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

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 32 - 5.8.11-200.fc32.x86_64 - GNOME Shell 3.36.6
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	AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 20.04 - 5.4.0-48-generic - 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 - 5.9.0-050900daily20201012-generic - GNOME Shell 3.36.4
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 - 5.11.0-051100-generic - GNOME Shell 3.38.2
7700K Intel 2020 3 Systems - 202 Benchmark Results	Intel Core i7-7700K - MSI Z270-A PRO - Intel Xeon E3-1200 v6 Ubuntu 20.04 - 5.4.0-28-generic - GNOME Shell 3.36.1
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
TR 3990X Okt 3 Systems - 100 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship Ubuntu 20.04 - 5.4.0-47-generic - GNOME Shell 3.36.4
Dell Tiger Lake Stock Configuration 4 Systems - 99 Benchmark Results	Intel Core i7-1165G7 - Dell 0GG9PT - Intel Device a0ef Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4
TR 2970WX NN + More Featured Kernel Comparison	AMD Ryzen Threadripper 2970WX 24-Core - Gigabyte X399 AORUS Gaming 7 - AMD 17h Ubuntu 20.04 - 5.9.0-050900rc6daily20200926-generic - GNOME Shell 3.36.4
GTX 1080 Ti 3 Systems - 75 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.3

RealSR-NCNN

Project Site

Test Created

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Test Type

Average Install Time

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Performance Metrics

RealSR-NCNN 20200818

Scale: 4x - TAA: No

Notable Instruction Set Usage

Recent Test Results

Most Popular Test Results