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 31713180 of 10307 papers

TitleStatusHype
Customizing General-Purpose Foundation Models for Medical Report Generation0
Generalization Performance of Transfer Learning: Overparameterized and Underparameterized Regimes0
T3L: Translate-and-Test Transfer Learning for Cross-Lingual Text ClassificationCode0
AutoML Systems For Medical Imaging0
Prompter: Zero-shot Adaptive Prefixes for Dialogue State Tracking Domain AdaptationCode1
XSemPLR: Cross-Lingual Semantic Parsing in Multiple Natural Languages and Meaning RepresentationsCode0
Transfer Learning of Transformer-based Speech Recognition Models from Czech to Slovak0
Transfer Learning from Pre-trained Language Models Improves End-to-End Speech Summarization0
Zambezi Voice: A Multilingual Speech Corpus for Zambian LanguagesCode1
Towards End-to-end Speech-to-text SummarizationCode0
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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