SOTAVerified

Transfer Learning

Transfer Learning is a machine learning technique where a model trained on one task is re-purposed and fine-tuned for a related, but different task. The idea behind transfer learning is to leverage the knowledge learned from a pre-trained model to solve a new, but related problem. This can be useful in situations where there is limited data available to train a new model from scratch, or when the new task is similar enough to the original task that the pre-trained model can be adapted to the new problem with only minor modifications.

( Image credit: Subodh Malgonde )

Papers

Showing 39013910 of 10307 papers

TitleStatusHype
CAD Models to Real-World Images: A Practical Approach to Unsupervised Domain Adaptation in Industrial Object ClassificationCode0
Transferable Deep Clustering Model0
Enhancing the Authenticity of Rendered Portraits with Identity-Consistent Transfer Learning0
Acoustic and linguistic representations for speech continuous emotion recognition in call center conversations0
Transferring speech-generic and depression-specific knowledge for Alzheimer's disease detection0
Amortized Network Intervention to Steer the Excitatory Point Processes0
Robust Transfer Learning with Unreliable Source Data0
ECAvg: An Edge-Cloud Collaborative Learning Approach using Averaged Weights0
Assessing Electricity Service Unfairness with Transfer Counterfactual Learning0
T-GAE: Transferable Graph Autoencoder for Network AlignmentCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1APCLIPAccuracy84.2Unverified
2DFA-ENTAccuracy69.2Unverified
3DFA-SAFNAccuracy69.1Unverified
4EasyTLAccuracy63.3Unverified
5MEDAAccuracy60.3Unverified
#ModelMetricClaimedVerifiedStatus
1CNN10-20% Mask PSNR3.23Unverified
#ModelMetricClaimedVerifiedStatus
1Chatterjee, Dutta et al.[1]Accuracy96.12Unverified
#ModelMetricClaimedVerifiedStatus
1Co-TuningAccuracy85.65Unverified
#ModelMetricClaimedVerifiedStatus
1Physical AccessEER5.74Unverified
#ModelMetricClaimedVerifiedStatus
1riadd.aucmediAUROC0.95Unverified