GstInference Legacy pipelines

GstInference
Introduction
Getting started
Getting the code Building the plugin Quick Starting Guide
Supported architectures
InceptionV1 InceptionV2 InceptionV3 InceptionV4 TinyYoloV2 TinyYoloV3 YoloV2 ResNetV1 MobileNetV2 MobileNetV2 + SSD AlexNet
Supported backends
TensorFlow Tensorflow-Lite Coral from Google Caffe TensorRT ONNXRT ONNXRT ACL ONNXRT OpenVINO
Metadata and Signals
GstClassificationMeta GstEmbeddingMeta GstDetectionMeta GstInferenceMeta Signals
Overlay Elements
Inference Overlay
Utils Elements
InferenceFilter InferenceCrop InferenceDebug InferenceBin
Legacy pipelines
PC NANO TX2 Xavier IMX8
Example pipelines
Example applications
Classification Detection Hand Pose Recognition
Benchmarks
Model Zoo
Project Status
Releases Roadmap
Contact Us

This Section will provide example pipelines for the platforms supported by GstInference. It includes pipelines with all the supported backends and architectures on each platform. You can jump to an specific example by clicking on the following tables:

PC

Architecture/Backend	NCSDK	TensorFlow	TensorFlow-Lite
InceptionV2	inference on image file inference on video file inference on camera stream classification overlay	inference on image file inference on video file inference on camera stream classification overlay	inference on image file inference on video file inference on camera stream classification overlay
InceptionV4	inference on image file inference on video file inference on camera stream classification overlay	inference on image file inference on video file inference on camera stream classification overlay	inference on image file inference on video file inference on camera stream classification overlay
MobileNetV2	inference on image file inference on video file inference on camera stream classification overlay	inference on image file inference on video file inference on camera stream classification overlay	inference on image file inference on video file inference on camera stream classification overlay
ResNetV1	-	inference on image file inference on video file inference on camera stream classification overlay	inference on image file inference on video file inference on camera stream classification overlay
TinyYoloV2	inference on image file inference on video file inference on camera stream detection overlay	inference on image file inference on video file inference on camera stream detection overlay inference crop	inference on image file inference on video file inference on camera stream detection overlay inference crop
TinyYoloV3	-	inference on image file inference on video file inference on camera stream detection overlay inference crop	inference on image file inference on video file inference on camera stream detection overlay inference crop
FaceNet	embedding overlay	embedding overlay

NANO

Architecture/Backend	NCSDK	TensorFlow	TensorFlow-Lite
InceptionV4	-	inference on image file inference on video file inference on camera stream classification overlay	inference on image file inference on video file inference on camera stream classification overlay
InceptionV1	-	inference on RTSP camera stream	inference on RTSP camera stream
TinyYoloV2	-	inference on image file inference on video file inference on camera stream detection overlay	inference on image file inference on video file detection overlay
FaceNet	-	detection overlay

TX2

Architecture/Backend	NCSDK	TensorFlow	TensorFlow-Lite
InceptionV4	-	inference on image file inference on video file inference on camera stream classification overlay	inference on image file inference on video file inference on camera stream classification overlay
TinyYoloV2	-	inference on image file inference on video file inference on camera stream detection overlay	inference on image file inference on video file inference on camera stream detection overlay
FaceNet	-	embedding overlay

Xavier

Architecture/Backend	NCSDK	TensorFlow	TensorFlow-Lite
InceptionV4	-	inference on image file inference on video file inference on camera stream classification overlay	inference on image file inference on video file inference on camera stream classification overlay
TinyYoloV2	-	inference on image file inference on video file inference on camera stream detection overlay	inference on image file inference on video file inference on camera stream detection overlay
FaceNet	-	embedding overlay

IMX8

Architecture/Backend	NCSDK	TensorFlow
InceptionV2	-	inference on image file inference on video file inference on camera stream classification overlay
TinyYoloV2	-	inference on image file inference on video file inference on camera stream detection overlay