Electrical Engineering and Systems Science / Image Processing

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An Explainable Agentic AI Framework for Uncertainty-Aware and Abstention-Enabled Acute Ischemic Stroke Imaging Decisions

An Explainable Agentic AI Framework for Uncertainty-Aware and Abstention-Enabled Acute Ischemic Stroke Imaging Decisions

๋ณธ ๋…ผ๋ฌธ์€ ๊ธ‰์„ฑ ๋‡Œ์กธ์ค‘ ์˜์ƒ ์ง„๋‹จ์„ ์œ„ํ•œ AI ์‹œ์Šคํ…œ์˜ ๊ฐœ์„  ๋ฐฉํ–ฅ์„ ์ œ์‹œํ•˜๋ฉฐ, ํŠนํžˆ ๋ถˆํ™•์‹ค์„ฑ ์ธ์‹๊ณผ ์˜์‚ฌ๊ฒฐ์ • ์ œ์–ด ๋ฉ”์ปค๋‹ˆ์ฆ˜์„ ํ†ตํ•ฉํ•œ ์—์ด์ „ํŠธ ๊ธฐ๋ฐ˜ ์ ‘๊ทผ ๋ฐฉ์‹์— ์ดˆ์ ์„ ๋งž์ถ”๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ์ด ์—ฐ๊ตฌ๋Š” ์˜๋ฃŒ AI ๋ถ„์•ผ์—์„œ ์ค‘์š”ํ•œ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๋ ค๋Š” ์‹œ๋„๋กœ, ์•ˆ์ „์„ฑ, ํ•ด์„ ๊ฐ€๋Šฅ์„ฑ ๋ฐ ์ž„์ƒ ๊ด€๋ จ์„ฑ์„ ๊ฐ•์กฐํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ๊ธฐ์ˆ ์  ํ˜์‹ ์„ฑ ๋ณธ ๋…ผ๋ฌธ์˜ ํ•ต์‹ฌ ํ˜์‹ ์€ ์—์ด์ „ํŠธ ๊ธฐ๋ฐ˜ AI ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ํ†ตํ•ด ๋ถˆํ™•์‹ค์„ฑ ์ธ์‹๊ณผ ์˜์‚ฌ๊ฒฐ์ • ์ œ์–ด ๋ฉ”์ปค๋‹ˆ์ฆ˜์„ ํ†ตํ•ฉํ•œ ๊ฒƒ์ž…๋‹ˆ๋‹ค. ์ด ์ ‘๊ทผ ๋ฐฉ์‹์€ ๋‹จ์ˆœํžˆ ์˜ˆ์ธก์„ ์ œ๊ณตํ•˜๋Š” ๊ฒƒ์ด ์•„๋‹ˆ๋ผ, ๋ถˆํ™•์‹ค์„ฑ์ด ๋†’์€ ๊ฒฝ์šฐ ๋ณด๋ฅ˜ ๊ฒฐ์ •์„ ๋‚ด๋ฆด ์ˆ˜

Framework Image Processing Electrical Engineering and Systems Science
Scale-aware Adaptive Supervised Network with Limited Medical Annotations

Scale-aware Adaptive Supervised Network with Limited Medical Annotations

SASNet์€ ์˜๋ฃŒ ์˜์ƒ ๋ถ„์•ผ์—์„œ ํ”ํžˆ ๋งˆ์ฃผ์น˜๋Š” ๋ผ๋ฒจ๋ง ๋น„์šฉ์˜ ์ œ์•ฝ์„ ๊ทน๋ณตํ•˜๊ณ ์ž ์„ค๊ณ„๋œ ๋ฐ˜์ง€๋„ ํ•™์Šต ํ”„๋ ˆ์ž„์›Œํฌ์ด๋‹ค. ๊ธฐ์กด์˜ ๋ฐ˜์ง€๋„ ์„ธ๊ทธ๋ฉ˜ํ…Œ์ด์…˜ ๋ฐฉ๋ฒ•๋“ค์€ ์ฃผ๋กœ ๋‹จ์ผ ์Šค์ผ€์ผ์˜ ํŠน์ง•์„ ํ™œ์šฉํ•˜๊ฑฐ๋‚˜, ๋ผ๋ฒจ์ด ์—†๋Š” ๋ฐ์ดํ„ฐ์— ๋Œ€ํ•ด ๋‹จ์ˆœํžˆ ์ผ๊ด€์„ฑ ์†์‹ค์„ ์ ์šฉํ•˜๋Š” ๋ฐ ๊ทธ์ณค๋‹ค. ์ด๋Ÿฌํ•œ ์ ‘๊ทผ๋ฒ•์€ ๋ณต์žกํ•œ ํ•ด๋ถ€ํ•™์  ๊ตฌ์กฐ๋ฅผ ๋‹ค์–‘ํ•œ ํ•ด์ƒ๋„์—์„œ ํฌ์ฐฉํ•˜๊ธฐ ์–ด๋ ค์›Œ, ํŠนํžˆ ์ž‘์€ ๋ณ‘๋ณ€์ด๋‚˜ ๊ฒฝ๊ณ„๊ฐ€ ํ๋ฆฟํ•œ ์˜์—ญ์—์„œ ์„ฑ๋Šฅ ์ €ํ•˜๋ฅผ ๋ณด์ธ๋‹ค. SASNet์€ ๋‘ ๊ฐœ์˜ ๋ณ‘๋ ฌ ๋ธŒ๋žœ์น˜๋ฅผ ๊ฐ–๋Š”๋‹ค. ํ•˜๋‚˜๋Š” ๋ผ๋ฒจ์ด ์ถฉ๋ถ„ํžˆ ์ œ๊ณต๋œ ์†Œ๋Ÿ‰์˜ ๋ฐ์ดํ„ฐ์— ๋Œ€ํ•ด ์ „ํ†ต์ ์ธ ์ง€๋„ ํ•™์Šต์„ ์ˆ˜ํ–‰ํ•˜๊ณ , ๋‹ค๋ฅธ ํ•˜

Image Processing Network Electrical Engineering and Systems Science

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