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 44114420 of 10307 papers

TitleStatusHype
Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series ClassificationCode2
Dynamic Bayesian Learning for Spatiotemporal Mechanistic ModelsCode0
Differencing based Self-supervised pretraining for Scene Change DetectionCode1
MixSKD: Self-Knowledge Distillation from Mixup for Image RecognitionCode1
Continual Transfer Learning for Cross-Domain Click-Through Rate Prediction at Taobao0
CIAO! A Contrastive Adaptation Mechanism for Non-Universal Facial Expression Recognition0
The Moral Foundations Reddit CorpusCode0
Non-Contrastive Self-supervised Learning for Utterance-Level Information Extraction from Speech0
Generative Transfer Learning: Covid-19 Classification with a few Chest X-ray ImagesCode0
How Well Do Vision Transformers (VTs) Transfer To The Non-Natural Image Domain? An Empirical Study Involving Art ClassificationCode0
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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