deepstream-python
NVIDIA Deepstream 6.1 Python boilerplate
pythonboilerplatedeep-learningobjectdetectionnvidiasegmentationobject-detectiondeepstreamre-identificationtensorrtanonymization
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Overview
This is a Python framework for building video analytics pipelines using NVIDIA Deepstream 6.1, a GPU-accelerated video processing SDK. The boilerplate provides a base pipeline class with object detection and tracking capabilities, plus specialized subclasses for anonymization, semantic segmentation and person re-identification. It accepts video files or RTSP streams as input, processes them on NVIDIA GPUs and outputs annotated videos or streams.
Features
object-detectionvideo-analyticssemantic-segmentationperson-re-identificationobject-trackinganonymizationrtsp-streamingtensorrt-inferenceyolov4-detectiondeepsort-tracking
Feature Flags
blogteamsOrgsanalyticsaiformsValidationmultitenancyobjectDetectionvideoProcessingtrackingsegmentationanonymizationreIdentificationrtspStreamingtensorrtInference
Recommended Use Cases
video-processing-pipelinesedge-computingreal-time-object-detectionsurveillance-analyticsperson-trackingprivacy-preserving-video-analysis
Frontend
None
Backend
nvidia-deepstreamtensorrtgstreameryolov4deepsortosnet
Auth Providers
None
Deployment Targets
dockernvidia-gpujetson-devicesubuntu
Payment Providers
None
Quick Facts
⭐ Stars
139
🍴 Forks
37
🔄 Active
Unknown
🕒 Last Commit
2022-08-19T13:41:19.000Z
GitHub
Stack
Language
python
Data Layer
UI Stack
Developer Experience
Docker
Yes
Tests
No
Quickstart
Yes
env.example
No
Pricing
Classification
free
Selected
—
Notes
Open source boilerplate