🌈 Vancouver Watching (vanwatch)

vanwatch 🌈 discovers and ingests images from traffic cameras in an area and then runs YOLO 🚀, OpenAI Vision, and other vision algo to extract information about urban activity at scale.

pip install vancouver-watching

 > vanwatch help
vanwatch conda create [validate,~recreate]
 . create conda environment.
vanwatch conda validate
 . validate conda environment.
vanwatch discover \
	[area=<area>,~upload] \
	[-|<object-name>] \
	[<args>]
 . discover area -> <object-name>.
vanwatch ingest \
	area=<area>,count=<count>,dryrun,gif,model=<model-id>,~process,publish,~upload \
	-|<object-name> \
	[<args>]
 . ingest <area> -> <object-name>.
vanwatch list [area=<area>,discovery|ingest,published] \
	[--count <count>] \
	[--delim space] \
	[--log 0] \
	[--offset <offset>]
 . list objects from area.
2 area(s): iran,vancouver
vanwatch list areas
 . list areas.
vanwatch vision "prompt" \
	[area=<area>,offset=<1>,auto|low|high,dryrun,~upload] \
	Davie,Bute \
	[--verbose 1]
 . openai_commands vision: prompt @ <area>/intersection.
vanwatch process \
	count=<count>,~download,gif,model=<model-id>,publish,~upload \
	.|<object-name> \
	[--detect_objects 0] \
	[--do_dryrun 1] \
	[--overwrite 1] \
	[--verbose 1]
 . process <object-name>.
vanwatch pylint
 . pylint vancouver_watching.
vanwatch update|update_cache \
	area=<vancouver>,overwrite,process,~publish,refresh,~upload \
	[--verbose 1]
 . update QGIS cache.
vancouver_watching test \
	[dryrun,~ingest,~list,~process,upload]
 . test vancouver_watching.

last build 🔗

discover and Ingest an Area

to see the list of areas supported by vanwatch type in,

vanwatch list areas

to discover the available cameras in an area type in,

vanwatch discover area=vancouver

you have generated a geojson of traffic images in the City of Vancouver. Now, you can ingest the traffic images from this area and detect people and cars in them,

vanwatch ingest area=vancouver,count=2,publish

model: https://hub.ultralytics.com/models/R6nMlK6kQjSsQ76MPqQM?tab=preview

dataset: vanwatch-cache-2024-02-28-21-04-19-26236.tar.gz (details).

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to use on AWS SageMaker replace <plugin-name> with vanwatch and follow these instructions.