UROP Research Mentor Project Submission Portal: Submission #598
Submission information
Submission Number: 598
Submission ID: 9266
Submission UUID: 1f73b958-3034-40df-aba1-6e2d4287987f
Submission URI: /urop-research-mentor-project-submission-portal
Submission Update: /urop-research-mentor-project-submission-portal?token=lV4acds6wRXFdG3LfxxIG7McoPAzWWGBxiI3CTK-d2k
Created: Fri, 08/25/2023 - 03:50 PM
Completed: Fri, 08/25/2023 - 04:54 PM
Changed: Mon, 10/23/2023 - 01:34 PM
Remote IP address: 68.35.255.77
Submitted by: Anonymous
Language: English
Is draft: No
Webform: UROP Project Proposal Portal
Submitted to: UROP Research Mentor Project Submission Portal
Research Mentor Information
Erim Yanik
He/Him
Dr.
Post Doc
FAMU-FSU College of Engineering
Mechanical Engineering / Dean's Office
Additional Research Mentor(s)
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Overall Project Details
Video-Based Surgical Skill Assessment using Artificial Intelligence
Artificial Neural Networks, Deep Learning, Computer Vision, Video Processing
Maybe one more
2
Open to all Engineering and Computer Science majors.
Open to medical school (On different terms. Please reach out and ask).
Open to medical school (On different terms. Please reach out and ask).
FAMU-FSU College of Engineering / FSU Main Campus
Yes
Partially Remote
5-10
Flexible schedule (Combination of business and outside of business. TBD between student and research mentor.)
Current surgical education predominantly relies on mentor-apprenticeship, leading to subjective and labor-intensive learning paradigms. Regrettably, this approach detrimentally impacts surgical outcomes, contributing to the loss of approximately 400,000 lives annually due to surgical errors.
In this interdisciplinary study, we strive to use artificial intelligence and computer vision technologies to develop automated and objective state-of-the-art solutions to improve surgical education & evaluation, and feedback, as well as surgical data collection procedures, aiming to alleviate the patient safety concerns.
We use models from simple fully-connected networks to large language models, e.g., ChatGPT to achieve our objective.
In this interdisciplinary study, we strive to use artificial intelligence and computer vision technologies to develop automated and objective state-of-the-art solutions to improve surgical education & evaluation, and feedback, as well as surgical data collection procedures, aiming to alleviate the patient safety concerns.
We use models from simple fully-connected networks to large language models, e.g., ChatGPT to achieve our objective.
1. Literature Review
2. Data Processing & Analysis
3. Artificial Intelligence Modelling
4. Video Editing, Processing & CAD modelling
2. Data Processing & Analysis
3. Artificial Intelligence Modelling
4. Video Editing, Processing & CAD modelling
Required:
* Proficiency in basic deep learning concepts, e.g., convolutional neural networks, fully-connected neural networks, recurrent neural networks.
* Proficiency in coding in Python.
* Proficiency in Tensorflow packages.
* Basic computer skills: open/edit images and videos.
* Microsoft Office skills
* Good communication skills.
* Most importantly curiosity and an open mind
Recommended:
* Experience in PyTorch package.
* Experience in ChatGPT prompt engineering or Large Language Models in general (not a requirement).
* Experience in meta learning, active learning, self-supervised contrastive learning concepts (not a requirement).
* Technical Writing Skills.
* Adobe Illustrator & Photoshop.
* CAD skills.
* Basic understanding of Surgical procedures (not a requirement).
* Proficiency in basic deep learning concepts, e.g., convolutional neural networks, fully-connected neural networks, recurrent neural networks.
* Proficiency in coding in Python.
* Proficiency in Tensorflow packages.
* Basic computer skills: open/edit images and videos.
* Microsoft Office skills
* Good communication skills.
* Most importantly curiosity and an open mind
Recommended:
* Experience in PyTorch package.
* Experience in ChatGPT prompt engineering or Large Language Models in general (not a requirement).
* Experience in meta learning, active learning, self-supervised contrastive learning concepts (not a requirement).
* Technical Writing Skills.
* Adobe Illustrator & Photoshop.
* CAD skills.
* Basic understanding of Surgical procedures (not a requirement).
My philosophy is to enhance mentees' learning and comprehension as an "independent researcher". In our interdisciplinary studies, there are no textbook solutions and we figure things out using our own intuition and research capabilities. As a mentor, I will do my best to convey "why" any of what we do matters, "how" do we approach to these interdisciplinary problems and "what" are some solutions we can come up with together.
https://scholar.google.com/citations?hl=en&user=-ekL3ZYAAAAJ
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Friday, September 8th from 3 pm to 5 pm.
Erim Yanik is inviting you to a scheduled Zoom meeting.
Topic: Erim Yanik's Personal Meeting Room
Join Zoom Meeting
https://us04web.zoom.us/j/6674363117?pwd=c1ozam14UU1vZ01oNG8ydEhnMjdQUT09
Meeting ID: 667 436 3117
Passcode: bB0Eby
Erim Yanik is inviting you to a scheduled Zoom meeting.
Topic: Erim Yanik's Personal Meeting Room
Join Zoom Meeting
https://us04web.zoom.us/j/6674363117?pwd=c1ozam14UU1vZ01oNG8ydEhnMjdQUT09
Meeting ID: 667 436 3117
Passcode: bB0Eby
UROP Program Elements
Yes
Yes
Yes
Yes
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2023
https://cre.fsu.edu/urop-research-mentor-project-submission-portal?element_parents=elements/research_mentor_information/headshot_optional_&ajax_form=1&_wrapper_format=drupal_ajax&token=lV4acds6wRXFdG3LfxxIG7McoPAzWWGBxiI3CTK-d2k