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Un-_Semi-_Weakly-_Self-_supervised_Learning.md

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Un-/semi-/weakly-/self- Supervised Learning

Unsupervised Learning

  • [GWTA-CCNN] Almost Unsupervised Learning for Dense Crowd Counting (AAAI2019) [paper]

Semi-supervised Learning

  • [SSR] From Semi-Supervised to Transfer Counting of Crowds (ICCV2013) [paper]
  • [DG-GAN] Dense Crowd Counting Convolutional Neural Networks with Minimal Data using Semi-Supervised Dual-Goal Generative Adversarial Networks (CVPRW)[paper]

Weakly Supervised Learning

  • Towards Using Count-level Weak Supervision for Crowd Counting [paper]
  • [GP] Gaussian Process Density Counting from Weak Supervision (ECCV) [paper]

Self-supervised Learning

  • [SL2R] Exploiting Unlabeled Data in CNNs by Self-supervised Learning to Rank (T-PAMI) [paper](extension of L2R)
  • [L2R] Leveraging Unlabeled Data for Crowd Counting by Learning to Rank (CVPR2018) [paper] [code]

Others (unclassed)

  • [CAC] Class-Agnostic Counting (ACCV2018) [paper] [code]