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 31013110 of 10307 papers

TitleStatusHype
Deep Learning-based Extreme Heatwave Forecast0
Boosting offline handwritten text recognition in historical documents with few labeled lines0
Sharpness-Aware Cross-Domain Recommendation to Cold-Start Users0
Efficient Hardware Implementation of Incremental Learning and Inference on Chip0
Do Deep Neural Networks Forget Facial Action Units? -- Exploring the Effects of Transfer Learning in Health Related Facial Expression Recognition0
Deep Learning-based Epicenter Localization using Single-Station Strong Motion Records0
Does Adversarial Transferability Indicate Knowledge Transferability?0
Does an LSTM forget more than a CNN? An empirical study of catastrophic forgetting in NLP0
Driver Safety Development Real Time Driver Drowsiness Detection System Based on Convolutional Neural Network0
Automatic Tuberculosis and COVID-19 cough classification using deep learning0
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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