1 more Assignment

1 more Quiz + MEGAQUIZ

2 more Journal Club

1 more Lecture

Recap

Assignment 7

Due 5/17

Biometrics

unique human identifiers for personal identification

https://www.biometricsinstitute.org/what-is-biometrics/types-of-biometrics/

64 KB chip that includes digital photo

For VISA holders: https://travel.state.gov/content/travel/en/us-visas/visa-information-resources/border-biometrics.html

Face ID and Touch ID

repetitive data collection during training

in 2020 over 600 million face recognition cameras in China

and many in the US, especially airports..

https://www.yahoo.com/lifestyle/facial-recognition-market-set-significant-100000006.html

Segmentation

Registration

Classification

Segmentation

Registration

Classification

Biometrics Pipeline

Possible Attacks

https://media.defcon.org/DEF%20CON%2028/DEF%20CON%20Safe%20Mode%20presentations/DEF%20CON%20Safe%20Mode%20-%20Yamila%20Levalle%20-%20Bypassing%20Biometric%20Systems%20with%203D%20Printing%20and%20Enhanced%20Grease%20Attacks.pdf

https://mobileidworld.com/biometrics-news-zengo-defends-integrity-facial-recognition-012905/

$200

$1500

$3000

available for consumers!

Surveillance

 

Privacy

Security

Soft biometrics

 gender, race, eye color, height and other visible identification marks

misuse for profiling, classifier bias..

Do they sell the sequence data?

What if this information leaks?

https://www.idiap.ch/software/bob/docs/bob/docs/stable/

Mahotas, Scikit-learn, Scikit-image, OpenCV, TF/Keras...

The Future

AR/VR/XR

AI

Wearables + Devices

AR/VR/XR

Training and Education

Augmented Surgery

Communication / Telemedicine

Simulation

Received NIH Funding

Real-time visualization and precision targeting in transcranial magnetic stimulation

Artificial Intelligence

https://www.ibm.com/blog/the-benefits-of-ai-in-healthcare/

FDA Approval

takes years..

Augmented Intelligence

Human + AI

https://radiologybusiness.com/topics/artificial-intelligence

Wearables and Devices

Apple Watch for ECG/EKG

MRI Glove

https://www.nih.gov/news-events/nih-research-matters/mri-glove-enables-imaging-moving-joints

Near Infrared Spectroscopy

measures blood flow and oxygen concentration

https://www.umb.edu/news/detail/umass_boston_professor_receives_442k_to_develop_breast_cancer_imaging_prototype

https://sites.google.com/oakland.edu/tonyushkin/home

Smart Scalpel

detect cancer tissue during surgery

Nanobots

https://www.latimes.com/business/technology/story/2021-03-04/this-la-company-is-building-tiny-medical-robots-to-inject-into-your-body

3D Bioprinting

Cybernetics

Body Hacking

"Coding" of Immune System

Please send out the unique link and read the following statement: “this evaluation is designed to provide information about the quality of this course to the instructor and department. All submissions will be anonymous and these questionnaires will be treated as confidential information. The instructor will not review your responses until after the final grades for this course have been submitted to the Registrar.”

https://cs666.org/evals/

CS666 Lecture 22

By Daniel Haehn

CS666 Lecture 22

Slides for CS666 Biomedical Signal and Image Processing at UMass Boston. See https://cs666.org!

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