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 431440 of 10307 papers

TitleStatusHype
SentenceMIM: A Latent Variable Language ModelCode1
AVocaDo: Strategy for Adapting Vocabulary to Downstream DomainCode1
Deep learning to generate in silico chemical property libraries and candidate molecules for small molecule identification in complex samplesCode1
Adversarially-Trained Deep Nets Transfer Better: Illustration on Image ClassificationCode1
Bag of Tricks for Image Classification with Convolutional Neural NetworksCode1
Adaptive Transfer Learning on Graph Neural NetworksCode1
Deep Recurrent Neural Networks for ECG Signal DenoisingCode1
Deep Semantic-Visual Alignment for Zero-Shot Remote Sensing Image Scene ClassificationCode1
Deep Transfer Learning Baselines for Sentiment Analysis in RussianCode1
AutoTune: Automatically Tuning Convolutional Neural Networks for Improved Transfer LearningCode1
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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