### Rank the boards.
The table below is generated by RankCards, using the timings found in the /ncnn/benchmark/README.md file.<br>
First, the best set of timings is selected from each board.<br>
The set is then compared to a reference set by calculating the ratio of each model one by one and averaging all results.<br>
Finally, the boards are ranked from fast to slow.<br>
|      | Board | Ratio | 
| :--: | :---- | :---  | 
| 1 | NVIDIA Quadro RTX 8000 (TU102 SM x 72 + Tensor Core x 576) | 0.147 | 
| 2 | nVIDIA RTX2080 of Desktop | 0.15 | 
| 3 | NVIDIA GeForce RTX 3060 Ti of Desktop[2023-10-12] | 0.18 | 
| 4 | nVIDIA RTX2060 of Notebook | 0.198 | 
| 5 | Intel® Core™ i7-13700K of Desktop[2023-10-12] | 0.255 | 
| 6 | AMD Radeon RX 6900 XT of Desktop[2023-10-12] | 0.275 | 
| 7 | NVIDIA RTX3090 (GA102 SM x 82 + Tensor Core 328) | 0.277 | 
| 8 | MediaTek Dimensity 9300 (MT6989) (Cortex-X4 3.25 GHz + 2.85 GHz x 3 + Cortex-A720 2.0 GHz x 4 + Mali-G720-Immortalis MC12) | 0.309 | 
| 9 | MacBook Pro (13-inch, M1, 2020) | 0.346 | 
| 10 | AWS c5.4xlarge Instance | 0.418 | 
| 11 | AMD Ryzen 9 5950X 16-Core of Desktop[2023-10-12] | 0.427 | 
| 12 | Qualcomm SM8550-AB Snapdragon 8 Gen 2 (Kyro 3.20 GHz + 2.8 GHz x 2 + 2.80 GHz x 2 + 2.00 GHz * 3 + Adreno 740) | 0.45 | 
| 13 | AMD Ryzen 5700g (Zen3 3.8 GHz ~ 4.6 GHz x 8) | 0.478 | 
| 14 | HUAWEI KunPeng 920 3211K (x24 cores) | 0.482 | 
| 15 | NVIDIA Jetson AGX Orin (Cortex-A78AE 2.2 GHz x 12 + Ampere@1.3 GHz Tensor Cores 64) | 0.485 | 
| 16 | HUAWEI KunPeng 920 2251K (x8 cores) | 0.54 | 
| 17 | nVIDIA RTX A3000 of Notebook (6GB) | 0.577 | 
| 18 | Intel(R) UHD Graphics 770 of Desktop[2023-10-12] | 0.593 | 
| 19 | OrangePi5, Rockchip RK3588s (Quad Core A76 2.4GHz + Quad Core A55 1.8GHz) | 0.642 | 
| 20 | Qualcomm SM8150-AC Snapdragon 855+ (Kyro485 2.96 GHz + 2.42 GHz x 3 + 1.80 GHz x 4 + Adreno 640) | 0.665 | 
| 21 | Rockchip RK3588 (Quad Core A76 2.4GHz + Quad Core A55 1.8GHz) | 0.753 | 
| 22 | NVIDIA Jetson Orin Nano | 0.819 | 
| 23 | Raspberry Pi 5 Broadcom BCM2712, Cortex-A76 (ARMv8) (2.4GHz x 4) | 1 | 
| 24 | Station-M3/ROC-RK3588S-PC, Rockchip RK3588S (Quad Core A76 2.4GHz + Quad Core A55 1.8GHz + Mali-G610) StationOS (Android) | 1 | 
| 25 | NVIDIA Jetson AGX Xavier (Carmel 2.2 GHz x 8 + Volta Tensor Cores 64) | 1.05 | 
| 26 | Loongson 3A6000 (LA664 2.5GHz * 4+4) | 1.11 | 
| 27 | Hyper-V Linux Guest with GPU-PV enabled (Intel Core i7-11800H, NVIDIA GeForce RTX 3070 Laptop GPU) | 1.19 | 
| 28 | Rockchip RK3588 (Cortex-A76 2.4GHz x 4 + Cortex-A55 1.8GHz x 4) | 1.35 | 
| 29 | NVIDIA Jetson TX2 NX(NV-Denver2 2.0Ghz x 2 +  Cortex-A57 2.0Ghz x 4 + 256-core NVIDIA Pascal iGPU) | 1.59 | 
| 30 | Hyper-V Linux Guest with GPU-PV enabled (Intel Core i7-7700K, NVIDIA GeForce GTX 1050 Ti) | 1.66 | 
| 31 | Phytium FT-2000+/64 (FTC662 armv8 2.4GHz x 8) | 1.75 | 
| 32 | AMD Ryzen Threadripper 3970X (Zen2 3.7 GHz ~ 4.5 GHz x 32) | 2.19 | 
| 33 | AMD Ryzen Embedded V1605B (Zen 2.0 GHz ~ 3.6 GHz x 4 + Radeon Vega 8 1.1GHz 8CU) | 2.23 | 
| 34 | Avaota Aim T527, Allwinner T527 (Cortex-A55 2.2GHz x 4 + Cortex-A55 1.8GHz x 4) | 2.28 | 
| 35 | Loongson 3A5000 (LA464 2.5GHz * 4) | 2.31 | 
| 36 | Qualcomm MSM8996 Pro Snapdragon 821 (Kyro 2.35GHz x 2 + Kyro 2.19GHz x 2) | 2.37 | 
| 37 | NVIDIA Jetson Nano | 2.44 | 
| 38 | Intel Celeron N5105 | 2.8 | 
| 39 | Loongson 3A4000 (GS464V 1.8GHz * 4 with MSA128) | 3.24 | 
| 40 | Khadas VIM3, Amlogic A311D (Cortex-A73 2.2GHz x 4 + Cortex-A53 1.8GHz x 2) | 3.48 | 
| 41 | Kirin 970 (Cortex-A73 2.4GHz x 4 + Cortex-A53 1.8GHz x 4) | 3.58 | 
| 42 | Qualcomm MSM8998 Snapdragon 835 (Kyro 2.45GHz x 4 + Kyro 1.9GHz x 4 + Adreno 540) | 3.63 | 
| 43 | MacBook Pro (15-inch, 2019) - 2.6GHz six cores Intel Core i7 && Radeon Pro 555X 4GB && Intel UHD Graphics 630 1536MB | 3.75 | 
| 44 | Qualcomm MSM6150 Snapdragon 675 (Kyro460 2.0GHz x 2 + Kyro460 1.7GHz x 6 + Adreno 612) | 3.75 | 
| 45 | Qualcomm MSM8994 Snapdragon 810 (Cortex-A57 2.0GHz x 4 + Cortex-A53 1.55GHz x 4) | 3.82 | 
| 46 | Station P2, Rockchip RK3568 (Cortex-A55 2.0GHz x 4) | 3.85 | 
| 47 | Rock3A, Rockchip RK3568 (Cortex-A55 2.0GHz x 4) ubuntu 20.04 | 3.86 | 
| 48 | Loongson 3A4000 (GS464V 1.8GHz * 4 with MSA128) | 4.08 | 
| 49 | Radxa Zero 3W, Cortex-A55 (ARMv82) (1.416 GHz x 4) | 4.5 | 
| 50 | Raspberry Pi 4 Model B Broadcom BCM2711B0, Cortex-A72 (ARMv8) (1.8GHz x 4) | 4.95 | 
| 51 | OrangePi4 LTS, Rockchip RK3399 (Cortex-A72 1.8GHz x 2 + Cortex-A53 1.5GHz x 4) | 5.11 | 
| 52 | Rockchip RK3399 (Cortex-A72 1.8GHz x 2 + Cortex-A53 1.5GHz x 4) | 5.16 | 
| 53 | PhytiumPi, Phytium E2000 (FTC664@1.8GHz x2 + FTC310@1.5GHz x2) | 5.16 | 
| 54 | Qualcomm SDM660 Snapdragon 660 (Kyro260 2.2GHz x 4 + Kyro260 1.84GHz x 4 + Adreno 512) | 5.26 | 
| 55 | Phytium FT-2000/4 (FTC663 armv8 2.2GHz x 4) | 5.27 | 
| 56 | RDK X3 Module (Cortex-A53 1.5GHz x 4) aarch64 | 5.88 | 
| 57 | Station-M2/ROC-RK3566-PC, Rockchip RK3566 (Cortex-A55 1.8GHz x 4 + Mali-G52) StationOS (Android) | 6.51 | 
| 58 | Rockchip RK3288-CG.W (Cortex-A17 1.8GHz x 4) | 6.66 | 
| 59 | Qualcomm MSM8916 Snapdragon 410 (Cortex-A53 1.2GHz x 4) | 7.63 | 
| 60 | NanoPi R2S, Rockchip RK3328 (Cortex-A53 1.3GHz x 4) Armbian focal (21.05.1) aarch64 | 7.66 | 
| 61 | Intel Atom x5-Z8350 | 7.74 | 
| 62 | Loongson 2K2000 (LA364 1.5GHz * 2 with lsx) | 8.23 | 
| 63 | EAIDK 310, Rockchip RK3228H (Cortex-A53 1.3GHz x 4) fedora-28 aarch64 | 8.34 | 
| 64 | OrangePi Zero 2, Allwinner H616 (Cortex-A53 1.5GHz x 4) | 9.51 | 
| 65 | Raspberry Pi 3 Model B+ Broadcom BCM2837B0, Cortex-A53 (ARMv8) (1.4GHz x 4) | 9.87 | 
| 66 | iPhone 5S (Apple A7 1.3GHz x 2) | 11 | 
| 67 | MYIR RemiPi,Renesas RZG2L(Cortex-A55 1.5GHz x 2) | 11.9 | 
| 68 | Raspberry Pi 5 Broadcom BCM2712, VideoCore VII Graphics (Vulkan 1.2) | 12.5 | 
| 69 | Raspberry Pi Zero 2 W Broadcom BCM2710A1, Cortex-A53 (ARMv8) (1.0GHz x 4) | 13.7 | 
| 70 | Xeon Phi 3120A (1.10 GHz 57-core 228-thread) | 15.1 | 
| 71 | Loongson 3A3000 (GS464E 1.45GHz * 4) | 16.3 | 
| 72 | AXERA AX620A (Cortex-A7 1.0GHz * 4) | 18.8 | 
| 73 | Loongson 2K1000LA (LA264 1.0GHz * 2) | 24.4 | 
| 74 | Loongson 2K1000 (GS264 1.0GHz x 2) | 24.8 | 
| 75 | Freescale i.MX7 Dual (Cortex A7 1.0GHz x 2) | 26.7 | 
| 76 | Banana Pi M2 Zero 2 AllWinner H2+, Cortex-A7 (ARMv7-A) (1.2GHz x 4) | 26.8 | 
| 77 | HiSilicon Hi3519V101 (Cortex-A17 1.2GHz x 1) | 36.2 | 
| 78 | Sunway SW831 (sw_64 2.5GHz * 8) | 40.7 | 
| 79 | Z7-Lite 7020 XC7Z020CLG400-2 (Cortex-A9 766MHz x 2) | 43.2 | 
| 80 | Intel Celeron M 420 (Yonah 1.60 GHz x 1) | 43.9 | 
| 81 | Amlogic S805 (Cortex-A5, 4 × 1.536GHz) | 45.9 | 
| 82 | VisionFive2 , JH7110 (SiFive-U74(RV64GC) 1.5GHz x 4) riscv64 with PowerVR B-Series BXE-4-32 | 72.4 | 
| 83 | T-Head TH1520 (C910V, 1.848 GHz x 4 + BXM-4-64 PowerVR) | 83.3 | 
| 84 | Sunway SW421 (sw_64 1.7GHz * 4) | 116 | 
| 85 | Ingenic T40XP Xburst2 Core X2 1.4Ghz (without MSA) | 165 | 
