GstInference

GstInference A GStreamer deep learning inference framework.	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 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
GstInference is an open-source project from RidgeRun Engineering that provides a framework for integrating deep learning inference into GStreamer. Either use one of the included elements to do out of the box inference using the most popular deep learning architectures or leverage the base classes and utilities to support your own custom architecture. Checkout the GstInference proposal presentation that RidgeRun gave at the GStreamer 2018 conference, at Edinburgh, Scotland, UK. GstInference Benchmarks Overview There are two versions of GstInference: a CPU-based non-accelerated version that you can download for free from the below mentioned links : NVIDIA®Jetson Xavier™ NVIDIA®Jetson™ TX2 platform NVIDIA®Jetson Nano™ platform A GPU-based hardware-accelerated version uses the GPU to pump up the performance of the algorithms and provides a dramatic improvement in the system as depicted in the figure below. You can download this accelerated version (supports GPU and CPU both) for free from the below mentioned links: NVIDIA®Jetson Xavier™ NVIDIA®Jetson™ TX2 platform NVIDIA®Jetson Nano™ platform or you can contact us if you have any questions. For further information you can check: Benchmarks page. FPS Measurements CPU Load Measurements GstInference Videos Promo video: Get started with GstInference by clicking the button below! Error creating thumbnail: Unable to save thumbnail to destination Error creating thumbnail: Unable to save thumbnail to destination
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