Camera Trapping + ML Benjamin C. Evans Dr. Allan Tucker Brunel - - PowerPoint PPT Presentation

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Camera Trapping + ML Benjamin C. Evans Dr. Allan Tucker Brunel - - PowerPoint PPT Presentation

Mar 15, 2023 299 likes •432 views

Camera Trapping + ML Benjamin C. Evans Dr. Allan Tucker Brunel University London Dr. Chris Carbone Instute of Zoology @ ZSL Camera Trapping? Automacally triggered cameras Triggers include Infrared (most common) Tripwire Timer

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Camera Trapping + ML

Benjamin C. Evans

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  • Dr. Allan Tucker

Brunel University London

  • Dr. Chris Carbone

Instute of Zoology @ ZSL

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Camera Trapping?

Automacally triggered cameras Triggers include Infrared (most common) Tripwire Timer Medium to large mammals

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"camera trap" since 1995

(Web of Knowledge by Category, 2019)

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"camera trap" since 1995

(Web of Knowledge by Year, 2019)

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Labeling

Time consuming Borneo: 1 month study - 3 months labeling. (Oliver Wearne, IoZ) Cizen Science Snapshot Serenge: 225 camera traps, 1.2 million images 28,000 users (hps:/ /www.nature.com/arcles/sdata201526)

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Classificaon

Prey much done Same problems as general study (background)

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Object Detecon

Mulple in image Speed of movement between images...

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Future

Images (Convoluon) + Image Metadata (Time, Locaon etc.) Baysien deep learning (Chances of seeing an Owl in Africa) Movement analysis (Help with classificaon?) - assist in analysing acvity and health.