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 611620 of 10307 papers

TitleStatusHype
APT-36K: A Large-scale Benchmark for Animal Pose Estimation and TrackingCode1
Deep Metric Learning for Unsupervised Remote Sensing Change DetectionCode1
AMMUS : A Survey of Transformer-based Pretrained Models in Natural Language ProcessingCode1
Crosslingual Capabilities and Knowledge Barriers in Multilingual Large Language ModelsCode1
A Survey on Recent Approaches for Natural Language Processing in Low-Resource ScenariosCode1
A Systematic Benchmarking Analysis of Transfer Learning for Medical Image AnalysisCode1
CtrlFormer: Learning Transferable State Representation for Visual Control via TransformerCode1
Alice: Proactive Learning with Teacher's Demonstrations for Weak-to-Strong GeneralizationCode1
Asymmetric metric learning for knowledge transferCode1
MTTrans: Cross-Domain Object Detection with Mean-Teacher TransformerCode1
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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