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 691700 of 10307 papers

TitleStatusHype
W2N:Switching From Weak Supervision to Noisy Supervision for Object DetectionCode1
Self-supervised contrastive learning of echocardiogram videos enables label-efficient cardiac disease diagnosisCode1
Online Knowledge Distillation via Mutual Contrastive Learning for Visual RecognitionCode1
Hyper-Representations for Pre-Training and Transfer LearningCode1
Unsupervised pre-training of graph transformers on patient population graphsCode1
Transfer Learning of wav2vec 2.0 for Automatic Lyric TranscriptionCode1
GenHPF: General Healthcare Predictive Framework with Multi-task Multi-source LearningCode1
Simplified Transfer Learning for Chest Radiography Models Using Less DataCode1
Online Dynamics Learning for Predictive Control with an Application to Aerial RobotsCode1
Learning with Recoverable ForgettingCode1
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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