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This is in pytorch/hub: https://pytorch.org/hub/nvidia_deeplearningexamples_ssd/.
There's some evidence that this can be made much faster (up to 3x) with some graph optimizations: https://paulbridger.com/posts/video-analytics-deepstream-pipeline/