Model | Application | Framework | NVIDIA Jetson Nano | Raspberry Pi 3 | Raspberry Pi 3 + Intel Neural Compute Stick 2 | Google Edge TPU Dev Board |
---|---|---|---|---|---|---|
ResNet-50 (224×224) | Classification | TensorFlow | 36 FPS | 1.4 FPS | 16 FPS | DNR |
MobileNet-v2 (300×300) | Classification | TensorFlow | 64 FPS | 2.5 FPS | 30 FPS | 130 FPS |
SSD ResNet-18 (960×544) | Object Detection | TensorFlow | 5 FPS | DNR | DNR | DNR |
SSD ResNet-18 (480×272) | Object Detection | TensorFlow | 16 FPS | DNR | DNR | DNR |
SSD ResNet-18 (300×300) | Object Detection | TensorFlow | 18 FPS | DNR | DNR | DNR |
SSD Mobilenet-V2 (960×544) | Object Detection | TensorFlow | 8 FPS | DNR | 1.8 FPS | DNR |
SSD Mobilenet-V2 (480×272) | Object Detection | TensorFlow | 27 FPS | DNR | 7 FPS | DNR |
SSD Mobilenet-V2 (300×300) | Object Detection | TensorFlow | 39 FPS | 1 FPS | 11 FPS | 48 FPS |
Inception V4 (299×299) | Classification | PyTorch | 11 FPS | DNR | DNR | 9 FPS |
Tiny YOLO V3 (416×416) | Object Detection | Darknet | 25 FPS | 0.5 FPS | DNR | DNR |
Istat menus 5 20 (678) download free. OpenPose (256×256) | Pose Estimation | Caffe | 14 FPS | DNR | 5 FPS | DNR |
VGG-19 (224×224) | Classification | MXNet | 10 FPS | 0.5 FPS | 5 FPS | DNR |
Super Resolution (481×321) | Image Processing | PyTorch | 15 FPS | DNR | 0.6 FPS | DNR |
Unet (1x512x512) | Segmentation | Caffe | 18 FPS | DNR | 5 FPS | DNR |
Model | Application | Framework | NVIDIA Jetson Nano | Raspberry Pi 3 | Raspberry Pi 3 + Intel Neural Compute Stick 2 | Google Edge TPU Dev Board |
---|---|---|---|---|---|---|
ResNet-50 (224×224) | Classification | TensorFlow | 36 FPS | 1.4 FPS | 16 FPS | DNR |
MobileNet-v2 (300×300) | Classification | TensorFlow | 64 FPS | 2.5 FPS | 30 FPS | 130 FPS |
SSD ResNet-18 (960×544) | Object Detection | TensorFlow | 5 FPS | DNR | DNR | DNR |
SSD ResNet-18 (480×272) | Object Detection | TensorFlow | 16 FPS | DNR | DNR | DNR |
SSD ResNet-18 (300×300) | Object Detection | TensorFlow | 18 FPS | DNR | DNR | DNR |
SSD Mobilenet-V2 (960×544) | Object Detection | TensorFlow | 8 FPS | DNR | 1.8 FPS | DNR |
SSD Mobilenet-V2 (480×272) | Object Detection | TensorFlow | 27 FPS | DNR | 7 FPS | DNR |
SSD Mobilenet-V2 (300×300) | Object Detection | TensorFlow | 39 FPS | 1 FPS | 11 FPS | 48 FPS |
Inception V4 (299×299) | Classification | PyTorch | 11 FPS | DNR | DNR | 9 FPS |
Tiny YOLO V3 (416×416) | Object Detection | Darknet | 25 FPS | 0.5 FPS | DNR | DNR |
OpenPose (256×256) | Pose Estimation | Caffe | 14 FPS | DNR | 5 FPS | DNR |
VGG-19 (224×224) | Classification | MXNet | 10 FPS | 0.5 FPS | 5 FPS | DNR |
Super Resolution (481×321) | Image Processing | PyTorch | 15 FPS | DNR | 0.6 FPS | DNR Expandrive 5 4 5. |
Unet (1x512x512) | Segmentation | Caffe | 18 FPS | DNR | 5 FPS | DNR |