The SGIE preprocess is done inside gst-nvinfer. gst-nvinfer knows the model input dimensions, you just need to tell gst-nvinfer which scaling method do you want by the configuration file. DeepStream SDK FAQ - Intelligent Video Analytics / DeepStream SDK - NVIDIA Developer Forums
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