ncnn old

Intel Core i7-8550U testing with a Dell 0H0VG3 (1.10.0 BIOS) and Intel UHD 620 3GB on Ubuntu 20.10 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2012187-PTS-NCNNOLD794
Jump To Table - Results

View

Do Not Show Noisy Results
Do Not Show Results With Incomplete Data
Do Not Show Results With Little Change/Spread
List Notable Results

Statistics

Show Overall Harmonic Mean(s)
Show Overall Geometric Mean
Show Wins / Losses Counts (Pie Chart)
Normalize Results
Remove Outliers Before Calculating Averages

Graph Settings

Force Line Graphs Where Applicable
Convert To Scalar Where Applicable
Prefer Vertical Bar Graphs

Multi-Way Comparison

Condense Multi-Option Tests Into Single Result Graphs

Table

Show Detailed System Result Table

Run Management

Highlight
Result
Hide
Result
Result
Identifier
Performance Per
Dollar
Date
Run
  Test
  Duration
1
December 18 2020
  8 Hours, 24 Minutes
2
December 18 2020
  3 Hours, 38 Minutes
3
December 18 2020
  3 Hours, 19 Minutes
Invert Hiding All Results Option
  5 Hours, 7 Minutes

Only show results where is faster than
Only show results matching title/arguments (delimit multiple options with a comma):
Do not show results matching title/arguments (delimit multiple options with a comma):


ncnn oldProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLVulkanCompilerFile-SystemScreen Resolution123Intel Core i7-8550U @ 4.00GHz (4 Cores / 8 Threads)Dell 0H0VG3 (1.10.0 BIOS)Intel Xeon E3-1200 v6/7th8GBPM961 NVMe SAMSUNG 256GBIntel UHD 620 3GB (1150MHz)Realtek ALC3271Qualcomm Atheros QCA6174 802.11acUbuntu 20.105.8.0-33-generic (x86_64)GNOME Shell 3.38.1X Server 1.20.9modesetting 1.20.94.6 Mesa 20.2.11.2.145GCC 10.2.0ext41920x1080OpenBenchmarking.orgCompiler Details- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-10-JvwpWM/gcc-10-10.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-10-JvwpWM/gcc-10-10.2.0/debian/tmp-gcn/usr,hsa --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v Processor Details- Scaling Governor: intel_pstate powersave - CPU Microcode: 0xe0 - Thermald 2.3 Security Details- itlb_multihit: KVM: Mitigation of VMX disabled + l1tf: Mitigation of PTE Inversion; VMX: conditional cache flushes SMT vulnerable + mds: Mitigation of Clear buffers; SMT vulnerable + meltdown: Mitigation of PTI + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + srbds: Mitigation of Microcode + tsx_async_abort: Not affected

123Result OverviewPhoronix Test Suite100%147%195%242%290%NCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNCPU - resnet50Vulkan GPU - blazefaceCPU - shufflenet-v2CPU - blazefaceVulkan GPU - regnety_400mVulkan GPU - efficientnet-b0CPU - mnasnetCPU - regnety_400mVulkan GPU - yolov4-tinyVulkan GPU-v3-v3 - mobilenet-v3Vulkan GPU - googlenetCPU - googlenetVulkan GPU - mobilenetCPU - efficientnet-b0Vulkan GPU - alexnetCPU - vgg16CPU - squeezenet_ssdVulkan GPU - shufflenet-v2CPU - alexnetVulkan GPU - squeezenet_ssdCPU - mobilenetCPU-v3-v3 - mobilenet-v3CPU - resnet18CPU-v2-v2 - mobilenet-v2Vulkan GPU-v2-v2 - mobilenet-v2CPU - yolov4-tinyVulkan GPU - mnasnetVulkan GPU - resnet18Vulkan GPU - resnet50Vulkan GPU - vgg16

ncnn oldncnn: CPU - mobilenetncnn: CPU-v2-v2 - mobilenet-v2ncnn: CPU-v3-v3 - mobilenet-v3ncnn: CPU - shufflenet-v2ncnn: CPU - mnasnetncnn: CPU - efficientnet-b0ncnn: CPU - blazefacencnn: CPU - googlenetncnn: CPU - vgg16ncnn: CPU - resnet18ncnn: CPU - alexnetncnn: CPU - resnet50ncnn: CPU - yolov4-tinyncnn: CPU - squeezenet_ssdncnn: CPU - regnety_400mncnn: Vulkan GPU - mobilenetncnn: Vulkan GPU-v2-v2 - mobilenet-v2ncnn: Vulkan GPU-v3-v3 - mobilenet-v3ncnn: Vulkan GPU - shufflenet-v2ncnn: Vulkan GPU - mnasnetncnn: Vulkan GPU - efficientnet-b0ncnn: Vulkan GPU - blazefacencnn: Vulkan GPU - googlenetncnn: Vulkan GPU - vgg16ncnn: Vulkan GPU - resnet18ncnn: Vulkan GPU - alexnetncnn: Vulkan GPU - resnet50ncnn: Vulkan GPU - yolov4-tinyncnn: Vulkan GPU - squeezenet_ssdncnn: Vulkan GPU - regnety_400m12340.5110.018.3312.928.9814.513.6129.06132.5231.1429.5563.2352.8937.4621.6539.719.978.3112.348.7014.643.6429.56133.5531.1929.7763.3752.6837.4922.2640.299.968.3912.188.6814.273.4528.80134.2031.2429.89183.2753.0437.9321.0540.3910.018.2712.208.6814.113.3828.90133.6431.1229.9163.4352.8537.1321.1740.1510.018.3912.278.6814.343.4328.53133.0831.0829.6063.2952.9637.9021.1639.779.998.4812.198.6914.223.4428.91133.7831.1929.5263.3154.0937.1421.48OpenBenchmarking.org

NCNN

NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: mobilenet123918273645SE +/- 0.40, N = 12SE +/- 0.22, N = 3SE +/- 0.07, N = 340.5140.2940.15MIN: 36.45 / MAX: 286.91MIN: 37.77 / MAX: 65.91MIN: 37.03 / MAX: 66.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: mobilenet123816243240Min: 39.79 / Avg: 40.51 / Max: 44.81Min: 39.85 / Avg: 40.29 / Max: 40.56Min: 40.06 / Avg: 40.15 / Max: 40.31. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU-v2-v2 - Model: mobilenet-v21233691215SE +/- 0.02, N = 12SE +/- 0.08, N = 3SE +/- 0.07, N = 310.019.9610.01MIN: 8.54 / MAX: 36.43MIN: 8.68 / MAX: 23.81MIN: 8.61 / MAX: 24.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU-v2-v2 - Model: mobilenet-v21233691215Min: 9.92 / Avg: 10.01 / Max: 10.15Min: 9.81 / Avg: 9.96 / Max: 10.08Min: 9.88 / Avg: 10.01 / Max: 10.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU-v3-v3 - Model: mobilenet-v3123246810SE +/- 0.02, N = 12SE +/- 0.16, N = 3SE +/- 0.05, N = 38.338.398.39MIN: 6.99 / MAX: 23.83MIN: 7.16 / MAX: 23.83MIN: 7.16 / MAX: 23.721. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU-v3-v3 - Model: mobilenet-v31233691215Min: 8.21 / Avg: 8.33 / Max: 8.44Min: 8.16 / Avg: 8.39 / Max: 8.7Min: 8.32 / Avg: 8.39 / Max: 8.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: shufflenet-v21233691215SE +/- 0.17, N = 12SE +/- 0.90, N = 3SE +/- 0.84, N = 312.9212.1812.27MIN: 9.71 / MAX: 28.84MIN: 9.45 / MAX: 28.52MIN: 9.43 / MAX: 28.371. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: shufflenet-v212348121620Min: 11.1 / Avg: 12.92 / Max: 13.19Min: 10.38 / Avg: 12.18 / Max: 13.09Min: 10.58 / Avg: 12.27 / Max: 13.121. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: mnasnet1233691215SE +/- 0.10, N = 12SE +/- 0.31, N = 3SE +/- 0.39, N = 38.988.688.68MIN: 6.97 / MAX: 25.5MIN: 7.01 / MAX: 24.67MIN: 6.93 / MAX: 24.421. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: mnasnet1233691215Min: 7.9 / Avg: 8.98 / Max: 9.25Min: 8.05 / Avg: 8.68 / Max: 9.02Min: 7.9 / Avg: 8.68 / Max: 9.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: efficientnet-b012348121620SE +/- 0.11, N = 12SE +/- 0.40, N = 3SE +/- 0.38, N = 314.5114.2714.34MIN: 11.77 / MAX: 34.11MIN: 12.12 / MAX: 30.57MIN: 11.78 / MAX: 34.911. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: efficientnet-b012348121620Min: 13.41 / Avg: 14.51 / Max: 14.82Min: 13.48 / Avg: 14.27 / Max: 14.69Min: 13.58 / Avg: 14.34 / Max: 14.781. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: blazeface1230.81231.62462.43693.24924.0615SE +/- 0.02, N = 12SE +/- 0.18, N = 3SE +/- 0.22, N = 33.613.453.43MIN: 2.84 / MAX: 19.41MIN: 2.7 / MAX: 21.74MIN: 2.61 / MAX: 11.21. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: blazeface123246810Min: 3.47 / Avg: 3.61 / Max: 3.71Min: 3.09 / Avg: 3.45 / Max: 3.68Min: 3 / Avg: 3.43 / Max: 3.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: googlenet123714212835SE +/- 0.09, N = 12SE +/- 0.60, N = 3SE +/- 0.53, N = 329.0628.8028.53MIN: 25.5 / MAX: 83.56MIN: 25.37 / MAX: 66.87MIN: 24.72 / MAX: 56.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: googlenet123612182430Min: 28.36 / Avg: 29.06 / Max: 29.64Min: 27.75 / Avg: 28.8 / Max: 29.81Min: 27.48 / Avg: 28.53 / Max: 29.141. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: vgg16123306090120150SE +/- 0.20, N = 12SE +/- 0.41, N = 3SE +/- 0.25, N = 3132.52134.20133.08MIN: 124.67 / MAX: 245.92MIN: 127.02 / MAX: 185.55MIN: 126.15 / MAX: 159.281. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: vgg16123306090120150Min: 130.92 / Avg: 132.52 / Max: 133.35Min: 133.64 / Avg: 134.2 / Max: 134.99Min: 132.61 / Avg: 133.08 / Max: 133.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: resnet18123714212835SE +/- 0.05, N = 12SE +/- 0.13, N = 3SE +/- 0.08, N = 331.1431.2431.08MIN: 27.66 / MAX: 48.76MIN: 28.01 / MAX: 45.64MIN: 27.26 / MAX: 45.461. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: resnet18123714212835Min: 30.94 / Avg: 31.14 / Max: 31.43Min: 31 / Avg: 31.24 / Max: 31.44Min: 30.93 / Avg: 31.08 / Max: 31.191. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: alexnet123714212835SE +/- 0.06, N = 12SE +/- 0.14, N = 3SE +/- 0.10, N = 329.5529.8929.60MIN: 24.09 / MAX: 68.69MIN: 26.7 / MAX: 45.75MIN: 27.07 / MAX: 44.391. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: alexnet123714212835Min: 29.24 / Avg: 29.55 / Max: 29.8Min: 29.61 / Avg: 29.89 / Max: 30.09Min: 29.41 / Avg: 29.6 / Max: 29.731. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: resnet501234080120160200SE +/- 0.12, N = 12SE +/- 120.42, N = 3SE +/- 0.22, N = 363.23183.2763.29MIN: 57.43 / MAX: 92.33MIN: 57.38 / MAX: 5248.49MIN: 58.47 / MAX: 78.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: resnet50123306090120150Min: 62.4 / Avg: 63.23 / Max: 63.88Min: 62.6 / Avg: 183.27 / Max: 424.11Min: 63.05 / Avg: 63.29 / Max: 63.741. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: yolov4-tiny1231224364860SE +/- 0.09, N = 12SE +/- 0.25, N = 3SE +/- 0.35, N = 352.8953.0452.96MIN: 50.06 / MAX: 82.31MIN: 50.29 / MAX: 69.4MIN: 50.26 / MAX: 74.81. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: yolov4-tiny1231122334455Min: 52.39 / Avg: 52.89 / Max: 53.23Min: 52.62 / Avg: 53.04 / Max: 53.49Min: 52.49 / Avg: 52.96 / Max: 53.641. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: squeezenet_ssd123918273645SE +/- 0.21, N = 12SE +/- 0.91, N = 3SE +/- 0.28, N = 337.4637.9337.90MIN: 33.99 / MAX: 73.27MIN: 35.27 / MAX: 64.4MIN: 35.51 / MAX: 58.781. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: squeezenet_ssd123816243240Min: 36.61 / Avg: 37.46 / Max: 39.08Min: 36.45 / Avg: 37.93 / Max: 39.6Min: 37.38 / Avg: 37.9 / Max: 38.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: regnety_400m123510152025SE +/- 0.12, N = 12SE +/- 0.72, N = 3SE +/- 0.62, N = 321.6521.0521.16MIN: 18.98 / MAX: 40.75MIN: 19 / MAX: 50.31MIN: 19.06 / MAX: 36.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: regnety_400m123510152025Min: 20.4 / Avg: 21.65 / Max: 21.96Min: 19.61 / Avg: 21.05 / Max: 21.86Min: 19.92 / Avg: 21.16 / Max: 21.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: mobilenet123918273645SE +/- 0.18, N = 3SE +/- 0.23, N = 3SE +/- 0.19, N = 339.7140.3939.77MIN: 36.85 / MAX: 67.05MIN: 37.86 / MAX: 64.28MIN: 37.9 / MAX: 58.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: mobilenet123816243240Min: 39.41 / Avg: 39.71 / Max: 40.04Min: 40.03 / Avg: 40.39 / Max: 40.83Min: 39.44 / Avg: 39.77 / Max: 40.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU-v2-v2 - Model: mobilenet-v21233691215SE +/- 0.05, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 39.9710.019.99MIN: 8.64 / MAX: 23.26MIN: 8.67 / MAX: 26.57MIN: 8.73 / MAX: 24.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU-v2-v2 - Model: mobilenet-v21233691215Min: 9.88 / Avg: 9.97 / Max: 10.03Min: 9.94 / Avg: 10.01 / Max: 10.06Min: 9.97 / Avg: 9.99 / Max: 10.021. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3123246810SE +/- 0.04, N = 3SE +/- 0.05, N = 3SE +/- 0.13, N = 38.318.278.48MIN: 7.19 / MAX: 22.47MIN: 7.23 / MAX: 21.6MIN: 7.18 / MAX: 24.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU-v3-v3 - Model: mobilenet-v31233691215Min: 8.23 / Avg: 8.31 / Max: 8.37Min: 8.17 / Avg: 8.27 / Max: 8.33Min: 8.29 / Avg: 8.48 / Max: 8.741. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: shufflenet-v21233691215SE +/- 0.73, N = 3SE +/- 0.85, N = 3SE +/- 0.86, N = 312.3412.2012.19MIN: 9.5 / MAX: 28.6MIN: 9.45 / MAX: 30.97MIN: 9.37 / MAX: 28.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: shufflenet-v212348121620Min: 10.89 / Avg: 12.34 / Max: 13.1Min: 10.51 / Avg: 12.2 / Max: 13.09Min: 10.48 / Avg: 12.19 / Max: 13.061. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: mnasnet123246810SE +/- 0.35, N = 3SE +/- 0.41, N = 3SE +/- 0.41, N = 38.708.688.69MIN: 6.97 / MAX: 25.16MIN: 6.96 / MAX: 23.35MIN: 6.95 / MAX: 24.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: mnasnet1233691215Min: 8 / Avg: 8.7 / Max: 9.07Min: 7.86 / Avg: 8.68 / Max: 9.14Min: 7.87 / Avg: 8.69 / Max: 9.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: efficientnet-b012348121620SE +/- 0.08, N = 3SE +/- 0.40, N = 3SE +/- 0.35, N = 314.6414.1114.22MIN: 12.3 / MAX: 29.12MIN: 11.64 / MAX: 29.38MIN: 11.95 / MAX: 29.381. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: efficientnet-b012348121620Min: 14.5 / Avg: 14.64 / Max: 14.79Min: 13.32 / Avg: 14.11 / Max: 14.53Min: 13.56 / Avg: 14.22 / Max: 14.761. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: blazeface1230.8191.6382.4573.2764.095SE +/- 0.05, N = 3SE +/- 0.19, N = 3SE +/- 0.12, N = 33.643.383.44MIN: 3.11 / MAX: 17.7MIN: 2.62 / MAX: 19.3MIN: 2.64 / MAX: 19.311. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: blazeface123246810Min: 3.55 / Avg: 3.64 / Max: 3.73Min: 3 / Avg: 3.38 / Max: 3.63Min: 3.21 / Avg: 3.44 / Max: 3.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: googlenet123714212835SE +/- 0.20, N = 3SE +/- 0.52, N = 3SE +/- 1.00, N = 329.5628.9028.91MIN: 26.21 / MAX: 55.13MIN: 25.36 / MAX: 106.56MIN: 25.51 / MAX: 88.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: googlenet123714212835Min: 29.32 / Avg: 29.56 / Max: 29.96Min: 27.87 / Avg: 28.9 / Max: 29.5Min: 27.15 / Avg: 28.91 / Max: 30.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: vgg16123306090120150SE +/- 0.34, N = 3SE +/- 0.33, N = 3SE +/- 0.16, N = 3133.55133.64133.78MIN: 126.95 / MAX: 157.33MIN: 125.93 / MAX: 164.15MIN: 126.48 / MAX: 160.591. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: vgg16123306090120150Min: 132.9 / Avg: 133.55 / Max: 134.05Min: 133.17 / Avg: 133.64 / Max: 134.28Min: 133.46 / Avg: 133.78 / Max: 133.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: resnet18123714212835SE +/- 0.16, N = 3SE +/- 0.07, N = 3SE +/- 0.09, N = 331.1931.1231.19MIN: 27.87 / MAX: 83.85MIN: 28.37 / MAX: 45.27MIN: 27.83 / MAX: 53.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: resnet18123714212835Min: 31.01 / Avg: 31.19 / Max: 31.51Min: 31.01 / Avg: 31.12 / Max: 31.26Min: 31.09 / Avg: 31.19 / Max: 31.371. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: alexnet123714212835SE +/- 0.08, N = 3SE +/- 0.22, N = 3SE +/- 0.13, N = 329.7729.9129.52MIN: 26.79 / MAX: 45.61MIN: 26.22 / MAX: 59.14MIN: 26.45 / MAX: 45.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: alexnet123714212835Min: 29.67 / Avg: 29.77 / Max: 29.92Min: 29.47 / Avg: 29.91 / Max: 30.13Min: 29.27 / Avg: 29.52 / Max: 29.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: resnet501231428425670SE +/- 0.32, N = 3SE +/- 0.29, N = 3SE +/- 0.26, N = 363.3763.4363.31MIN: 58.47 / MAX: 83.88MIN: 58.96 / MAX: 79.57MIN: 58.97 / MAX: 95.21. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: resnet501231224364860Min: 63.03 / Avg: 63.37 / Max: 64.02Min: 63.08 / Avg: 63.43 / Max: 64.01Min: 62.81 / Avg: 63.31 / Max: 63.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: yolov4-tiny1231224364860SE +/- 0.13, N = 3SE +/- 0.09, N = 3SE +/- 0.91, N = 352.6852.8554.09MIN: 50.36 / MAX: 66.57MIN: 50.22 / MAX: 67.09MIN: 49.96 / MAX: 83.421. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: yolov4-tiny1231122334455Min: 52.49 / Avg: 52.68 / Max: 52.93Min: 52.69 / Avg: 52.85 / Max: 53.01Min: 53.1 / Avg: 54.09 / Max: 55.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: squeezenet_ssd123918273645SE +/- 0.41, N = 3SE +/- 0.15, N = 3SE +/- 0.12, N = 337.4937.1337.14MIN: 35.34 / MAX: 56.78MIN: 35.28 / MAX: 51.57MIN: 35.2 / MAX: 61.31. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: squeezenet_ssd123816243240Min: 36.83 / Avg: 37.49 / Max: 38.23Min: 36.82 / Avg: 37.13 / Max: 37.28Min: 36.92 / Avg: 37.14 / Max: 37.331. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: regnety_400m123510152025SE +/- 0.40, N = 3SE +/- 0.71, N = 3SE +/- 0.68, N = 322.2621.1721.48MIN: 20.22 / MAX: 48.74MIN: 18.96 / MAX: 36.8MIN: 19.09 / MAX: 40.171. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: regnety_400m123510152025Min: 21.67 / Avg: 22.26 / Max: 23.03Min: 19.76 / Avg: 21.17 / Max: 21.95Min: 20.26 / Avg: 21.48 / Max: 22.621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread