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Face Recognition: Primates in the Wild Debayan Deb, Susan Wiper, Sixue Gong, Yichun Shi, Cori Tymoszek, Alison Wiper, and Anil K. Jain October 24, 2018 BTAS 2018

Face Recognition: Primates in the Wild - Biometricsbiometrics.cse.msu.edu/...PrimateFaceRecognitionInTheWild...slides.… · Face Recognition: Primates in the Wild Debayan Deb, Susan

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Page 1: Face Recognition: Primates in the Wild - Biometricsbiometrics.cse.msu.edu/...PrimateFaceRecognitionInTheWild...slides.… · Face Recognition: Primates in the Wild Debayan Deb, Susan

Face Recognition: Primates in the Wild

Debayan Deb, Susan Wiper, Sixue Gong, Yichun Shi, Cori Tymoszek, Alison Wiper, and Anil K. Jain

October 24, 2018

BTAS 2018

Page 2: Face Recognition: Primates in the Wild - Biometricsbiometrics.cse.msu.edu/...PrimateFaceRecognitionInTheWild...slides.… · Face Recognition: Primates in the Wild Debayan Deb, Susan

Primates

60%Mammal Species

Critically EndangeredEndangeredVulnerable

22%Lemurs

91%

Threatened Primates

Page 3: Face Recognition: Primates in the Wild - Biometricsbiometrics.cse.msu.edu/...PrimateFaceRecognitionInTheWild...slides.… · Face Recognition: Primates in the Wild Debayan Deb, Susan

Over Hunting

Habitat Loss

Page 4: Face Recognition: Primates in the Wild - Biometricsbiometrics.cse.msu.edu/...PrimateFaceRecognitionInTheWild...slides.… · Face Recognition: Primates in the Wild Debayan Deb, Susan

Tracking Primate Individuals

Page 5: Face Recognition: Primates in the Wild - Biometricsbiometrics.cse.msu.edu/...PrimateFaceRecognitionInTheWild...slides.… · Face Recognition: Primates in the Wild Debayan Deb, Susan

Primate Trafficking

Great Apes Trafficked2005 - 2011

22,818Arrests

27

Page 6: Face Recognition: Primates in the Wild - Biometricsbiometrics.cse.msu.edu/...PrimateFaceRecognitionInTheWild...slides.… · Face Recognition: Primates in the Wild Debayan Deb, Susan

PrimNet

Page 7: Face Recognition: Primates in the Wild - Biometricsbiometrics.cse.msu.edu/...PrimateFaceRecognitionInTheWild...slides.… · Face Recognition: Primates in the Wild Debayan Deb, Susan

Dataset

3,000 Images129 Subjects

[7, 42] Images / Subject

1,450 Images49 Subjects

[2, 120] Images / Subject

5,559 Images90 Subjects

[3, 315] Images / Subject

Lemurs Golden Monkeys Chimpanzees

Page 8: Face Recognition: Primates in the Wild - Biometricsbiometrics.cse.msu.edu/...PrimateFaceRecognitionInTheWild...slides.… · Face Recognition: Primates in the Wild Debayan Deb, Susan

Alignment

Similarity Transform using 3 manually annotated landmarks (Left

Eye, Right Eye, Chin) to align the primate face images

Page 9: Face Recognition: Primates in the Wild - Biometricsbiometrics.cse.msu.edu/...PrimateFaceRecognitionInTheWild...slides.… · Face Recognition: Primates in the Wild Debayan Deb, Susan

PrimNet Architecture

Page 10: Face Recognition: Primates in the Wild - Biometricsbiometrics.cse.msu.edu/...PrimateFaceRecognitionInTheWild...slides.… · Face Recognition: Primates in the Wild Debayan Deb, Susan

Experimental Results

Page 11: Face Recognition: Primates in the Wild - Biometricsbiometrics.cse.msu.edu/...PrimateFaceRecognitionInTheWild...slides.… · Face Recognition: Primates in the Wild Debayan Deb, Susan

PrimID: Mobile App

Page 12: Face Recognition: Primates in the Wild - Biometricsbiometrics.cse.msu.edu/...PrimateFaceRecognitionInTheWild...slides.… · Face Recognition: Primates in the Wild Debayan Deb, Susan

Conclusion

93.75%Identification Accuracy

(Lemurs)

GeneralizableGolden Monkeys, Chimpanzees …

PrimIDMobile App