TensorFlow, TensorFlow-Lite Pytorch, Torchvision, TensorRT Benchmarks
MIT License
Benchmarks such as TensorFlow, TensorFlow-Lite, PyTorch, Torchvision, etc...
Description | Benchmarks | Framework | HW |
---|---|---|---|
TF2 Detection Models | AP, Latency | TensorFlowXLA Auto-clustering | Local PC GTX1070 |
TF2 Detection Models | AP, Latency | TensorFlowTF-TRTXLA Auto-clustering | Google Colab Tesla P100 |
TF2 Detection Models | AP, Latency | TensorFlow | Google Colab Tesla V100 |
TF2 Detection Models | Latency | TensorFlow | V100 vs P100 vs GTX1070 |
Torchvision detection models | AP, Latency, YouTube video | PyTorch, Torchvision | Local PC GTX1070 |
Description | Benchmarks | Framework | HW |
---|---|---|---|
TensorFlow 1 Detection Model Zoo | AP, Latency | TensorFlow LiteXNNPACK delegateARM NN delegateEdgeTPU delegate | Raspberry Pi 2, 3, 4Coral USB Accelerator |
EdgeTPU Models | Latency | TensorFlow LiteEdgeTPU delegate | Coral Dev Board |
EfficientDet-Lite | AP, Latency | TensorFlow LitXNNPACK delegateARM NN delegateEdgeTPU delegate | Raspberry Pi 2, 3, 4Coral USB Accelerator |
YOLOX TensorFlow LiteM | AP, Latency | TensorFlow LiteXNNPACK delegate | Raspberry Pi 4 |
TF-Lite SpaghettiNet EdgeTpu Latency vs max_detections | AP, Latency | TensorFlow Lite EdgeTPU delegate | Raspberry Pi 4 + Coral USB AcceleratorCoral Dev Board |
Description | Benchmarks | Framework | HW |
---|---|---|---|
TensorRT EfficientDet and TensorFlow Object Detection API | Latency,YouTube video | TensorRT | Jetson Nano |
TensorRT Autoseg-EdgeTPU andDeepLab v3+ MobilenetEdgeTPUV2 | Latency,YouTube video | TensorRT | Jetson Nano |
TensorRT Fast-SCNN | Latency,YouTube video | TensorRT | Jetson Nano |
TensorRT Ultra-Fast-Lane-Detection | Latency,YouTube video | TensorRT | Jetson Nano |
Description | Benchmarks | Framework | HW |
---|---|---|---|
Sipeed Lichee RV Dock Allwinner D1 | Latency | TensorFlow Lite | CPU |
StarFive VisionFive 2 | Latency | TensorFlow Lite | CPU, GPU |