オムライスの備忘録

数学・統計学・機械学習・プログラミングに関することを記す

【深層学習】DINO

Index

DINO

DETR の改善手法.

DETR with Improved deNoising anchOr boxes



Architecture

工夫点

Contrastive DeNoising Training

Query Selection

Look Forward Twice

参考

  • DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection
    • [2022]
    • 1 Introduction
      • DyHead / Swin / Swin v2
      • DAB-DETR / DN-DETR / Deformable DETR
    • 2 Related Work
      • 2.1 Classical Object Detectors
        • One Stage / Two Stage
      • 2.2 DETR and Its Variants
    • 3 DINO: DETR with Improved DeNoising Anchor Boxes
      • 3.1 Preliminaries
        • Conditional DETR / DAB-DETR / Deformable DETR
      • 3.2 Model Overview
      • 3.3 Contrastive DeNoising Training
        • Contrastive DeNoising (CDN)
    • arxiv.org

Web サイト

  • 論文紹介:DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection

動画

  • DINO: Emerging Properties in Self-Supervised Vision Transformers (Facebook AI Research Explained)