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Jetson-Nano-Segmentation-Benchmark

Segmentation Benchmark on Nvidia Jetson Nano

Benchmark Task

  • Instance Segmentation
  • Semantic Segmentation

Benchmark Method

Model Optimization : Pytorch Model -> ONNX Export -> TensorRT Optimization -> Nvidia Jetson Board Testing Processing Time Measurement : Preprocessed-Image -> Timestamp (Before GPU) -> GPU (Device) -> Timestamp (After GPU) -> CPU for Image Window

Processing Time (ms) : Timestamp (After GPU) - Timestamp (Before GPU)

Benchmark List

IS = Instace Segmentation
SS = Semantic Segmentation

Task Model FPS Performance Code
IS yolact
IS mask-rcnn

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Segmentation Benchmark on Nvidia Jetson Nano

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