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  3. Running inference on a gstream with tflite

Running inference on a gstream with tflite

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  • Samuel LehmanS Offline
    Samuel LehmanS Offline
    Samuel Lehman
    Contributor
    wrote on last edited by Samuel Lehman
    #1

    Hello, I was wondering if any one knows a way to pipe a video stream from gstream into the tflite server so I can run inference on it. I am currently running the commands:

    gst-launch-1.0 v4l2src device=/dev/video2 ! "video/x-raw, width=1920,height=1080" ! videoconvert ! video/x-raw,format=YUY2 ! videoconvert ! x264enc ! rtph264pay ! udpsink host=192.168.0.149 port=8554
    
    

    on the voxl2 and

    gst-launch-1.0 udpsrc port=8554 ! "application/x-rtp, payload=127" ! rtph264depay ! avdec_h264 ! videoconvert ! xvimagesink
    

    on my host machine which gives me a video stream.

    Ideally I would just use the uvc server but I dont believe the uvc server supports the camera I am using. Is there a way to make a pipe out of the stream to then be the source for the tflite server? Or preferably a way to get it working with the uvc server?

    For reference I am using a Sony FCB-ER8530/J 20x 4K CMOS Block Camera. Running voxl-uvc-server -l gives me

    Got device descriptor for 04b4:00f9 USB3Neo 07780
    
    Found device 04b4:00f9
    
    DEVICE CONFIGURATION (04b4:00f9/USB3Neo 07780) ---
    Status: idle
    VideoControl:
    	bcdUVC: 0x0110
    VideoStreaming(1):
    	bEndpointAddress: 131
    	Formats:
    	UncompressedFormat(1)
    		  bits per pixel: 12
    		  GUID: 4934323000001000800000aa00389b71 (I420)
    		  default frame: 1
    		  aspect ratio: 16x9
    		  interlace flags: 00
    		  copy protect: 00
    			FrameDescriptor(1)
    			  capabilities: 00
    			  size: 1920x1080
    			  bit rate: -446365696--446365696
    			  max frame size: 16588800
    			  default interval: 1/29
    			  interval[0]: 1/29
    			  interval[1]: 1/14
    			  interval[2]: 1/7
    			  interval[3]: 1/3
    			  interval[4]: 1/1
    			FrameDescriptor(2)
    			  capabilities: 00
    			  size: 3840x2160
    			  bit rate: 962150400-962150400
    			  max frame size: 4147200
    			  default interval: 1/29
    			  interval[0]: 1/29
    			  interval[1]: 1/14
    			  interval[2]: 1/7
    			  interval[3]: 1/3
    			  interval[4]: 1/1
    
    
    tomT 1 Reply Last reply
    0
    • Samuel LehmanS Samuel Lehman

      Hello, I was wondering if any one knows a way to pipe a video stream from gstream into the tflite server so I can run inference on it. I am currently running the commands:

      gst-launch-1.0 v4l2src device=/dev/video2 ! "video/x-raw, width=1920,height=1080" ! videoconvert ! video/x-raw,format=YUY2 ! videoconvert ! x264enc ! rtph264pay ! udpsink host=192.168.0.149 port=8554
      
      

      on the voxl2 and

      gst-launch-1.0 udpsrc port=8554 ! "application/x-rtp, payload=127" ! rtph264depay ! avdec_h264 ! videoconvert ! xvimagesink
      

      on my host machine which gives me a video stream.

      Ideally I would just use the uvc server but I dont believe the uvc server supports the camera I am using. Is there a way to make a pipe out of the stream to then be the source for the tflite server? Or preferably a way to get it working with the uvc server?

      For reference I am using a Sony FCB-ER8530/J 20x 4K CMOS Block Camera. Running voxl-uvc-server -l gives me

      Got device descriptor for 04b4:00f9 USB3Neo 07780
      
      Found device 04b4:00f9
      
      DEVICE CONFIGURATION (04b4:00f9/USB3Neo 07780) ---
      Status: idle
      VideoControl:
      	bcdUVC: 0x0110
      VideoStreaming(1):
      	bEndpointAddress: 131
      	Formats:
      	UncompressedFormat(1)
      		  bits per pixel: 12
      		  GUID: 4934323000001000800000aa00389b71 (I420)
      		  default frame: 1
      		  aspect ratio: 16x9
      		  interlace flags: 00
      		  copy protect: 00
      			FrameDescriptor(1)
      			  capabilities: 00
      			  size: 1920x1080
      			  bit rate: -446365696--446365696
      			  max frame size: 16588800
      			  default interval: 1/29
      			  interval[0]: 1/29
      			  interval[1]: 1/14
      			  interval[2]: 1/7
      			  interval[3]: 1/3
      			  interval[4]: 1/1
      			FrameDescriptor(2)
      			  capabilities: 00
      			  size: 3840x2160
      			  bit rate: 962150400-962150400
      			  max frame size: 4147200
      			  default interval: 1/29
      			  interval[0]: 1/29
      			  interval[1]: 1/14
      			  interval[2]: 1/7
      			  interval[3]: 1/3
      			  interval[4]: 1/1
      
      
      tomT Offline
      tomT Offline
      tom
      admin
      wrote on last edited by tom
      #2

      @Samuel-Lehman If this is a UVC camera you may be able to use voxl-uvc-server in order to create an MPA pipe and have tflite server read from that pipe

      It may take some slight tweaking to get voxl-uvc-server to support your specific camera

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