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This capstone project focuses on the identification of humpback whales using Convolutional Neural Networks (CNN), specifically utilizing the ResNET architecture to automate the process of photo-identification based on the unique markings of whale flukes. The study demonstrates a high accuracy model developed from a limited dataset while addressing challenges related to data imbalance and image classification. The research aims to contribute to conservation efforts for humpback whales by...
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01
Gather necessary materials: field guide, pen, and identification sheet.
02
Familiarize yourself with humpback whale features: shape, dorsal fin, flukes, and color patterns.
03
Observe the whale from a safe distance using binoculars if needed.
04
Note specific markings and features on the whale, including scars and barnacles.
05
Record the date, time, and location of your sighting.
06
Sketch or take a picture of the whale for reference.
07
Use the identification sheet to match the observed features with known individual whales.
08
Submit your observations to a whale monitoring program or database for research.

Who needs humpback whale identification with?

01
Researchers studying whale populations and behavior.
02
Wildlife conservation organizations working to protect humpback whales.
03
Marine biologists conducting field studies.
04
Government agencies involved in marine resource management.
05
Whale watching companies tracking sightings for tourism purposes.
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Humpback whale identification involves methods and processes used to recognize and distinguish individual humpback whales, often through the analysis of their unique physical characteristics, such as dorsal fins and patterns.
Researchers, organizations, and individuals involved in marine biology, conservation efforts, and regulatory compliance related to humpback whales are typically required to file identification reports.
To fill out a humpback whale identification report, one must provide data on the whale's unique features, sighting details, location, date, and any associated imagery or documentation that helps in identification.
The purpose of humpback whale identification is to monitor populations, study migratory patterns, and support conservation efforts by maintaining a database of identifiable individuals.
Information to report includes the whale's unique identification features, sighting date, location, observer details, and any photographic evidence supporting the identification.
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