SOTAVerified

Unsupervised Pre-training

Pre-training a neural network using unsupervised (self-supervised) auxiliary tasks on unlabeled data.

Papers

Showing 131140 of 265 papers

TitleStatusHype
Discovery of Visual Semantics by Unsupervised and Self-Supervised Representation Learning0
DiscrimNet: Semi-Supervised Action Recognition from Videos using Generative Adversarial Networks0
Disentangling Node Attributes from Graph Topology for Improved Generalizability in Link Prediction0
DPER: Diffusion Prior Driven Neural Representation for Limited Angle and Sparse View CT Reconstruction0
Differentially Private Optimization for Non-Decomposable Objective Functions0
ECGBERT: Understanding Hidden Language of ECGs with Self-Supervised Representation Learning0
Effective training of deep convolutional neural networks for hyperspectral image classification through artificial labeling0
Empirical Evaluation of Active Learning Techniques for Neural MT0
Enhance Visual Recognition under Adverse Conditions via Deep Networks0
Enhancing the vocal range of single-speaker singing voice synthesis with melody-unsupervised pre-training0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
115RDLsAccuracy (%)95Unverified
29RDLsAccuracy (%)94Unverified
33 RMDLAccuracy (%)93Unverified
4CNNAccuracy (%)73Unverified
5RMDLAccuracy (%)0.1Unverified
#ModelMetricClaimedVerifiedStatus
1RMDL (30 RDLs)Sensitivity (VEB)90.69Unverified
2Sensitivity89.1Unverified
3RMDL 3 RDLsSensitivity0.87Unverified