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Last active March 8, 2023 06:52
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Deep Streaming #deep-stream
Raw
deep_learning.md

Deep Learning

Top Deep Learning Video Analytics

Framework Video Streaming Framework CV/ML Frameworks Support
OpenCV - FFmpeg - Gstreamer OpenCV
- Gstreamer
------------------- ------------------------------------ -----------------------------
GstInference Gstreamer – Neural Compute SDK (NCSDK)
– Tensorflow
– Caffe
– TensorRT
– OpenCV
- * more
------------------- ------------------------------------ -----------------------------
NNStreamer Gstreamer - Tensorflow
- Tensorflow-Lite
- pytorch
- caffe2
------------------- ------------------------------------ -----------------------------
DeepStream Gstreamer - TensorRT
(GPU-accelerated: Nvidia) - Caffe
------------------- ------------------------------------ -----------------------------
Gst-Video-Analytics Gstreamer OpenVINO​OpenCV
(GPU-CPU accelerated: VAAPI, OpenGL)

Deep Learning Video Analytics Frameworks based on Gstreamer

Raw
video_streaming.md

Video Streaming

Codec

  • MJPEG
  • H.264
  • VP8

Compression ratio:

Protocol

Framework

  • FFmpeg

  • GStreamer

Pipeline Element Sink Pad - Src Pad

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