boostcampaitech7 / level1-imageclassification-cv-07

level1-imageclassification-cv-07 created by GitHub Classroom
1 stars 2 forks source link

[FEAT] Freezing #38

Closed yjs616 closed 3 weeks ago

yjs616 commented 4 weeks ago

๐Ÿคท ์ž‘์—…ํ•  ๊ธฐ๋Šฅ ์†Œ๊ฐœ

early layer์—์„œ freezingํ•˜๊ณ  ์ผ์ • epoch ์ง€๋‚˜๋ฉด unfreezing

๐Ÿ”จ ์ƒ์„ธ ์ž‘์—… ๋‚ด์šฉ

์ƒ์„ธ ๋‚ด์šฉ ์—ด๊ฑฐ

  • [x] unfreezingํ•˜๋Š” epoch ์‹คํ—˜
  • [x] freezing, unfreezing ์ง„ํ–‰ ํ›„ ์„ฑ๋Šฅ ๋น„๊ต
  • [x] 15 epoch ์ค‘ 5๋‹จ๊ณ„๋กœ ๋‚˜๋ˆ„์–ด Head -> Stem์œผ๋กœ unfreezing
  • [x] 15 epoch ์ค‘ 5๋‹จ๊ณ„๋กœ ๋‚˜๋ˆ„์–ด Stem -> Head unfreezing (accuracy ์ตœ์•…)
  • [x] 15 epoch ์ค‘ 3๋‹จ๊ณ„๋กœ ๋‚˜๋ˆ„์–ด Head -> Steam unfreezing
  • [x] 15 epoch ์ค‘ 3๋‹จ๊ณ„๋กœ ๋‚˜๋ˆ„์–ด Head -> Stem unfreezing (weight_decay = 0.0001 ์ ์šฉ)

๐Ÿ“„ ์ฐธ๊ณ  ์‚ฌํ•ญ

์ฐธ๊ณ ์‚ฌํ•ญ ์ •๋ฆฌ

yjs616 commented 3 weeks ago

์‹คํ—˜ ํ›„ baseline์œผ๋กœ merge