NCNN Laptop Intel Core i7-8565U testing with a Dell 0KTW76 (1.0.0 BIOS) and Intel UHD 620 3GB on Ubuntu 20.04 via the Phoronix Test Suite. Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76: Processor: Intel Core i7-8565U @ 4.60GHz (4 Cores / 8 Threads), Motherboard: Dell 0KTW76 (1.0.0 BIOS), Chipset: Intel Cannon Point-LP, Memory: 16GB, Disk: PC401 NVMe SK hynix 256GB, Graphics: Intel UHD 620 3GB (1150MHz), Audio: Realtek ALC3271, Network: Qualcomm Atheros QCA6174 802.11ac OS: Ubuntu 20.04, Kernel: 5.4.0-47-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: modesetting 1.20.8, OpenGL: 4.6 Mesa 20.0.4, OpenCL: OpenCL 2.1, Vulkan: 1.2.131, Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 1920x1080 2: Processor: Intel Core i7-8565U @ 4.60GHz (4 Cores / 8 Threads), Motherboard: Dell 0KTW76 (1.0.0 BIOS), Chipset: Intel Cannon Point-LP, Memory: 16GB, Disk: PC401 NVMe SK hynix 256GB, Graphics: Intel UHD 620 3GB (1150MHz), Audio: Realtek ALC3271, Network: Qualcomm Atheros QCA6174 802.11ac OS: Ubuntu 20.04, Kernel: 5.4.0-47-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: modesetting 1.20.8, OpenGL: 4.6 Mesa 20.0.4, OpenCL: OpenCL 2.1, Vulkan: 1.2.131, Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 1920x1080 3: Processor: Intel Core i7-8565U @ 4.60GHz (4 Cores / 8 Threads), Motherboard: Dell 0KTW76 (1.0.0 BIOS), Chipset: Intel Cannon Point-LP, Memory: 16GB, Disk: PC401 NVMe SK hynix 256GB, Graphics: Intel UHD 620 3GB (1150MHz), Audio: Realtek ALC3271, Network: Qualcomm Atheros QCA6174 802.11ac OS: Ubuntu 20.04, Kernel: 5.4.0-47-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: modesetting 1.20.8, OpenGL: 4.6 Mesa 20.0.4, OpenCL: OpenCL 2.1, Vulkan: 1.2.131, Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 1920x1080 NCNN 20200916 Target: Vulkan GPU - Model: yolov4-tiny ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 153.31 |=============== 2 ..................................................... 152.52 |=============== 3 ..................................................... 152.39 |=============== NCNN 20200916 Target: Vulkan GPU - Model: resnet50 ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 169.25 |=============== 2 ..................................................... 158.89 |============== 3 ..................................................... 158.85 |============== NCNN 20200916 Target: Vulkan GPU - Model: alexnet ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 107.31 |============== 2 ..................................................... 110.40 |=============== 3 ..................................................... 111.14 |=============== NCNN 20200916 Target: Vulkan GPU - Model: resnet18 ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 40.04 |================ 2 ..................................................... 37.44 |=============== 3 ..................................................... 36.91 |=============== NCNN 20200916 Target: Vulkan GPU - Model: vgg16 ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 310.29 |=============== 2 ..................................................... 290.70 |============== 3 ..................................................... 293.39 |============== NCNN 20200916 Target: Vulkan GPU - Model: googlenet ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 64.71 |================ 2 ..................................................... 57.64 |============== 3 ..................................................... 57.32 |============== NCNN 20200916 Target: Vulkan GPU - Model: blazeface ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 7.29 |================= 2 ..................................................... 7.32 |================= 3 ..................................................... 7.26 |================= NCNN 20200916 Target: Vulkan GPU - Model: efficientnet-b0 ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 79.41 |================ 2 ..................................................... 80.52 |================ 3 ..................................................... 80.60 |================ NCNN 20200916 Target: Vulkan GPU - Model: mnasnet ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 41.87 |================ 2 ..................................................... 41.87 |================ 3 ..................................................... 40.98 |================ NCNN 20200916 Target: Vulkan GPU - Model: shufflenet-v2 ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 27.22 |================ 2 ..................................................... 27.25 |================ 3 ..................................................... 27.23 |================ NCNN 20200916 Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 44.13 |================ 2 ..................................................... 44.11 |================ 3 ..................................................... 44.10 |================ NCNN 20200916 Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 40.39 |================ 2 ..................................................... 40.37 |================ 3 ..................................................... 39.73 |================ NCNN 20200916 Target: Vulkan GPU - Model: mobilenet ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 110.21 |=============== 2 ..................................................... 109.66 |=============== 3 ..................................................... 109.94 |=============== NCNN 20200916 Target: Vulkan GPU - Model: squeezenet ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 48.32 |================ 2 ..................................................... 44.75 |=============== 3 ..................................................... 44.70 |=============== NCNN 20200916 Target: CPU - Model: yolov4-tiny ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 54.79 |================ 2 ..................................................... 52.34 |=============== 3 ..................................................... 52.53 |=============== NCNN 20200916 Target: CPU - Model: resnet50 ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 181.24 |=============== 2 ..................................................... 171.65 |============== 3 ..................................................... 172.02 |============== NCNN 20200916 Target: CPU - Model: alexnet ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 29.77 |================ 2 ..................................................... 29.75 |================ 3 ..................................................... 29.96 |================ NCNN 20200916 Target: CPU - Model: resnet18 ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 54.98 |================ 2 ..................................................... 51.99 |=============== 3 ..................................................... 51.98 |=============== NCNN 20200916 Target: CPU - Model: vgg16 ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 318.71 |=============== 2 ..................................................... 300.21 |============== 3 ..................................................... 300.90 |============== NCNN 20200916 Target: CPU - Model: googlenet ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 87.18 |================ 2 ..................................................... 82.77 |=============== 3 ..................................................... 82.87 |=============== NCNN 20200916 Target: CPU - Model: blazeface ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 2.85 |================= 2 ..................................................... 2.71 |================ 3 ..................................................... 2.86 |================= NCNN 20200916 Target: CPU - Model: efficientnet-b0 ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 15.10 |================ 2 ..................................................... 14.40 |=============== 3 ..................................................... 14.45 |=============== NCNN 20200916 Target: CPU - Model: mnasnet ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 9.77 |================= 2 ..................................................... 9.26 |================ 3 ..................................................... 9.24 |================ NCNN 20200916 Target: CPU - Model: shufflenet-v2 ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 6.81 |================= 2 ..................................................... 6.42 |================ 3 ..................................................... 6.48 |================ NCNN 20200916 Target: CPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 9.16 |================= 2 ..................................................... 8.71 |================ 3 ..................................................... 8.69 |================ NCNN 20200916 Target: CPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 10.93 |================ 2 ..................................................... 10.36 |=============== 3 ..................................................... 10.45 |=============== NCNN 20200916 Target: CPU - Model: mobilenet ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 41.83 |================ 2 ..................................................... 39.64 |=============== 3 ..................................................... 39.89 |=============== NCNN 20200916 Target: CPU - Model: squeezenet ms < Lower Is Better Intel Core i7-8565U - Intel UHD 620 3GB - Dell 0KTW76 . 63.77 |================ 2 ..................................................... 59.96 |=============== 3 ..................................................... 60.35 |===============