Beyond Classification (Segmentation & Object Detection)

monzheldΒ·2022λ…„ 3μ›” 14일
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AIB_4-3) Deep Learning Applications

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πŸ— Keyword







βͺ Review

  • Segmentation
    • Segmentation μ΄λž€? μ–΄λ–€ λ‹¨μœ„μ—μ„œ λΆ„λ₯˜ 진행?
    • Semantic Segmentation vs Instance Segmentation
      • Semantic Segmentation
      • Instance Segmentation
    • Model
      • Transpose Convolution λ™μž‘ 방식
      • FCN : μ™œ Convolutional Layer 만 μ‚¬μš©?
      • U-net : μ™œ U-net 이라 λΆˆλ¦¬λŠ”κ°€? λͺ¨λΈ ꡬ쑰λ₯Ό λ‚˜νƒ€λ‚Έ μ΄λ―Έμ§€μ—μ„œ
        νšŒμƒ‰ ν™”μ‚΄ν‘œλŠ” μ–΄λ–€ μ—­ν• ?

  • Object Detection
    • Object Detection μ΄λž€? μ–΄λ–»κ²Œ μ΄λ―Έμ§€μ˜ 일뢀λ₯Ό λΆ„λ₯˜?
    • 객체 탐지 λͺ¨λΈμ˜ μ£Όμš” μ§€ν‘œμΈ IoUλž€?
    • Two-Stage Detector 와 One-Stage Detector 의 차이

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