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Self-Supervised Learning

81 papers with code · Computer Vision

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Time-Contrastive Networks: Self-Supervised Learning from Video

23 Apr 2017tensorflow/models

While representations are learned from an unlabeled collection of task-related videos, robot behaviors such as pouring are learned by watching a single 3rd-person demonstration by a human.

METRIC LEARNING SELF-SUPERVISED LEARNING

TabNet: Attentive Interpretable Tabular Learning

ICLR 2020 google-research/google-research

We propose a novel high-performance and interpretable canonical deep tabular data learning architecture, TabNet.

DECISION MAKING FEATURE SELECTION SELF-SUPERVISED LEARNING UNSUPERVISED REPRESENTATION LEARNING

Temporal Cycle-Consistency Learning

CVPR 2019 google-research/google-research

We introduce a self-supervised representation learning method based on the task of temporal alignment between videos.

ANOMALY DETECTION REPRESENTATION LEARNING SELF-SUPERVISED LEARNING VIDEO ALIGNMENT

vq-wav2vec: Self-Supervised Learning of Discrete Speech Representations

ICLR 2020 pytorch/fairseq

We propose vq-wav2vec to learn discrete representations of audio segments through a wav2vec-style self-supervised context prediction task.

SELF-SUPERVISED LEARNING SPEECH RECOGNITION

Sample-Efficient Deep Learning for COVID-19 Diagnosis Based on CT Scans

medRxiv 2020 UCSD-AI4H/COVID-CT

Besides, these works require a large number of CTs to train accurate diagnosis models, which are difficult to obtain.

COVID-19 DIAGNOSIS SELF-SUPERVISED LEARNING TRANSFER LEARNING