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pelee-tensorrt's Introduction

Pelee-TensorRT

Accelerate Pelee with tensorRT Pelee: A Real-Time Object Detection System on Mobile Devices (NeurIPS 2018)

TensorRT-Pelee can run over 200FPS(5ms) on Titan V and 70FPS(11ms) on jetson TX2(FP32)


Performance: 72 FPS, 13.8 ms (FP32)
GPU Time:

Time by layers:

Requierments:

1.TensorRT4 (Jetpack 3.3 on TX2)

2.CUDA 9.0

3.cudnn7


Run:

cmake .
make
./build/bin/pelee

Reference:

https://github.com/Ghustwb/MobileNet-SSD-TensorRT


TODO:

  • FP16 Implementation
  • Change Custom layers IPlugin to IPluginExt

The bug has been fixed

image

pelee-tensorrt's People

Contributors

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