CUDA ISP for NVIDIA Jetson: Performance
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GStreamer elements performance
To measure the performance, we have used two of our GStreamer tools: GstShark and GstPerf
Jetson Xavier NX
For testing purposes, take into account the following points:
- Maximun performance mode enabled: all cores and Jetson clocks enabled.
- Jetpack 4.6
- FPS is equal to 1/processing time
In the following sections you will see the performance for each of the elements.
cudashift element
The following pipeline was used to measure the processing time and FPS for the cudashift element with an input image with 4K resolution.
GST_DEBUG="GST_TRACER:7" GST_TRACERS="proctime" gst-launch-1.0 -ve v4l2src io-mode=userptr ! 'video/x-bayer, bpp=10, format=rggb' ! cudashift shift=5 ! fakesink
Measurement (Average) | Jetson Xavier NX |
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FPS | 417 |
Processing time (seconds) | 0.002396 |
cudadebayer element
RGB Output The following pipeline was used to measure the processing time and FPS for the cudadebayer element with an input image with 4K resolution for a RGB output image.
GST_DEBUG="GST_TRACER:7" GST_TRACERS="proctime" gst-launch-1.0 -ve v4l2src io-mode=userptr ! 'video/x-bayer, bpp=10, width=3840, height=2160' ! cudadebayer ! fakesink
Measurement (Average) | Jetson Xavier NX |
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FPS | 238 |
Processing time (seconds) | 0.0042 |
I420 Output The following pipeline was used to measure the processing time and FPS for the cudadebayer element with an input image with 4K resolution for an I420 output image.
GST_DEBUG="GST_TRACER:7" GST_TRACERS="proctime" gst-launch-1.0 -ve v4l2src io-mode=userptr ! 'video/x-bayer, bpp=10, width=3840, height=2160' ! cudadebayer ! fakesink
Measurement (Average) | Jetson Xavier NX |
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FPS | 200 |
Processing time (seconds) | 0.0050 |