2024 Capstone Design and AI Hackerton Competition

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DEEPTECTOR : Vision-Based real-time Deepfake Detecting Platform

Competition , Oct. 2024

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Software Stacks

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Competition Topic

• 2024 Capstone Design and AI Hackerton Competition , held by Korean Assocation of Computer Education
• Our solution : Deeptector : Vision-Based real-time Deepfake Detecting Platform
• The competition took place overnight on from October 25th to 27th.

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Motivation

Rise of digital sexual assault & Secondary victimization of digital sex crimes

• The rise of digital sex crimes such as facial synthesis, deepfakes, etc
• Difficulties in preventing the spread of "illegal" content and "secondary victimization".

Problems with existing solutions

• Deepfake Detection Solutions : Issues requiring "victims" to upload files themselves
• "Digital Undertaker" Solutions : "Manual" processing, It spends a lot of time.
• Pre-blocking of chat apps : Long inference times reduce real-time.

Implementation

System Architecture

• Used FastAPI(backend), Flask(AI inference) , HTML/JS(frontend) , Pytorch

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Result & Outputs

• Second Prize in 2024 Capstone Design and AI Hackerton Competition, Korean Assocation of Computer Education (Oct. 2024)