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Self-Prediction and Contrastive Learning

Self-Prediction and Contrastive Learning

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Denoising autoencoder (Vincent et al. 2008) Add noise = Randomly mask some pixels Only reconstruction loss Context autoencoder (Pathak et al. 2016) Mask a random region in the image Reconstruction loss + adversarial loss Vision Pretext Tasks: Masked Prediction 50

  Autoencoder

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