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GstInference/Example pipelines/NANO: Difference between revisions
GstInference/Example pipelines/NANO (view source)
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{{DISPLAYTITLE:GstInference - <descriptive page name>|noerror}} | {{DISPLAYTITLE:GstInference - <descriptive page name>|noerror}} | ||
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{{DISPLAYTITLE:GstInference example pipelines for Jetson NANO|noerror}} | |||
__TOC__ | __TOC__ | ||
= Tensorflow = | == Tensorflow == | ||
== InceptionV4 == | === InceptionV4 === | ||
* Get the graph used on this example from [https://shop.ridgerun.com/products/inceptionv4-for-tensorflow this link]. | * Get the graph used on this example from [https://shop.ridgerun.com/products/inceptionv4-for-tensorflow this link]. | ||
* You will need an image file from one of [https://gist.github.com/yrevar/942d3a0ac09ec9e5eb3a ImageNet classes]. | * You will need an image file from one of [https://gist.github.com/yrevar/942d3a0ac09ec9e5eb3a ImageNet classes]. | ||
* Use the following pipelines as examples for different scenarios. | * Use the following pipelines as examples for different scenarios. | ||
===Image file=== | ====Image file==== | ||
<syntaxhighlight lang=bash> | <syntaxhighlight lang=bash> | ||
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</syntaxhighlight> | </syntaxhighlight> | ||
===Video file=== | ====Video file==== | ||
<syntaxhighlight lang=bash> | <syntaxhighlight lang=bash> | ||
| Line 57: | Line 59: | ||
</syntaxhighlight> | </syntaxhighlight> | ||
===Camera stream=== | ====Camera stream==== | ||
<syntaxhighlight lang=bash> | <syntaxhighlight lang=bash> | ||
CAMERA='/dev/video0' | CAMERA='/dev/video0' | ||
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</syntaxhighlight> | </syntaxhighlight> | ||
===Visualization with classification overlay=== | ====Visualization with classification overlay==== | ||
<syntaxhighlight lang=bash> | <syntaxhighlight lang=bash> | ||
CAMERA='/dev/video0' | CAMERA='/dev/video0' | ||
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[[File:Inceptionv2 barber.png|center|thumb|inceptionv2_barberchair]] | [[File:Inceptionv2 barber.png|center|thumb|inceptionv2_barberchair]] | ||
== InceptionV1 == | === InceptionV1 === | ||
===RTSP Camera stream=== | ====RTSP Camera stream==== | ||
* Get the graph used on this example from [https://shop.ridgerun.com/products/inceptionv1-for-tensorflow this link] | * Get the graph used on this example from [https://shop.ridgerun.com/products/inceptionv1-for-tensorflow this link] | ||
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</syntaxhighlight> | </syntaxhighlight> | ||
==TinyYoloV2== | ===TinyYoloV2=== | ||
* Get the graph used on this example from [https://shop.ridgerun.com/products/tinyyolov2-for-tensorflow this link] | * Get the graph used on this example from [https://shop.ridgerun.com/products/tinyyolov2-for-tensorflow this link] | ||
* You will need an image file from one of TinyYOLO classes | * You will need an image file from one of TinyYOLO classes | ||
===Image file=== | ====Image file==== | ||
<syntaxhighlight lang=bash> | <syntaxhighlight lang=bash> | ||
IMAGE_FILE='cat.jpg' | IMAGE_FILE='cat.jpg' | ||
| Line 169: | Line 171: | ||
</syntaxhighlight> | </syntaxhighlight> | ||
===Video file=== | ====Video file==== | ||
<syntaxhighlight lang=bash> | <syntaxhighlight lang=bash> | ||
VIDEO_FILE='cat.mp4' | VIDEO_FILE='cat.mp4' | ||
| Line 187: | Line 189: | ||
</syntaxhighlight> | </syntaxhighlight> | ||
===Camera stream=== | ====Camera stream==== | ||
* Get the graph used on this example from [https://shop.ridgerun.com/products/facenetv1-for-tensorflow this link] | * Get the graph used on this example from [https://shop.ridgerun.com/products/facenetv1-for-tensorflow this link] | ||
* You will need a camera compatible with Nvidia Libargus API or V4l2. | * You will need a camera compatible with Nvidia Libargus API or V4l2. | ||
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</syntaxhighlight> | </syntaxhighlight> | ||
===Visualization with detection overlay=== | ====Visualization with detection overlay==== | ||
<syntaxhighlight lang=bash> | <syntaxhighlight lang=bash> | ||
CAMERA='/dev/video1' | CAMERA='/dev/video1' | ||
| Line 227: | Line 229: | ||
[[File:TinyYolo barber chair label.png|center|thumb|tinyYolo barber chair by tinyYolo]] | [[File:TinyYolo barber chair label.png|center|thumb|tinyYolo barber chair by tinyYolo]] | ||
==FaceNet== | ===FaceNet=== | ||
===Visualization with detection overlay=== | ====Visualization with detection overlay==== | ||
* Get the graph used on this example from [https://shop.ridgerun.com/products/facenetv1-for-tensorflow this link] | * Get the graph used on this example from [https://shop.ridgerun.com/products/facenetv1-for-tensorflow this link] | ||
* You will need a camera compatible with Nvidia Libargus API or V4l2. | * You will need a camera compatible with Nvidia Libargus API or V4l2. | ||