24b0d121e08776a167b9f68b12d21a1d3419df8025c8


์š”์ฆ˜ DNN์€ ํ•™์Šต ๊ฐ€๋Šฅํ•œ ํŒŒ๋ผ๋ฏธํ„ฐ์˜ ์ˆ˜๊ฐ€ ํ•™์Šตํ•  ์˜ˆ์‹œ์˜ ์ˆ˜ ๋ณด๋‹ค ํ›จ์”ฌ ๋งŽ์•„์„œ ์‹ค์ œ ๋ฐ์ดํ„ฐ์™€ ๋‹ค๋ฅธ ํด๋ž˜์Šค๋ฅผ ๊ฐ€๋ฆฌํ‚ค๋Š” ๋ผ๋ฒจ ๊ฐ™์ด ์ž˜๋ชป๋œ ๋ผ๋ฒจ์— ์‰ฝ๊ฒŒ overfit๋œ๋‹ค๊ณ  ํ•ฉ๋‹ˆ๋‹ค.


๊ทธ๋ž˜์„œ "Constrained Instance and Class Reweighting for Robust Learning under Label Noise"๋ผ๋Š” ๋…ผ๋ฌธ์—์„œ๋Š” Constrained Instance reWeighting (CIW)๋ผ๋Š” ๋ฐฉ์‹์„ ์ œ์•ˆํ•ด์„œ ์ด ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ–ˆ๋‹ค๊ณ  ํ•ฉ๋‹ˆ๋‹ค.


๋” ๋ณด๋Ÿฌ๊ฐ€๊ธฐ โ˜žโ˜žโ˜žโ˜ž https://ai.googleblog.com/2022/02/constrained-reweighting-for-training.html