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 39914000 of 10307 papers

TitleStatusHype
Decomposed Cross-modal Distillation for RGB-based Temporal Action Detection0
Decomposable Probability-of-Success Metrics in Algorithmic Search0
Automated Segmentation and Analysis of Microscopy Images of Laser Powder Bed Fusion Melt Tracks0
Federated Transfer Learning with Dynamic Gradient Aggregation0
Adaptive Transfer Learning for Plant Phenotyping0
Federated Transfer Learning with Task Personalization for Condition Monitoring in Ultrasonic Metal Welding0
Exploring Semantic Attributes from A Foundation Model for Federated Learning of Disjoint Label Spaces0
FedGTST: Boosting Global Transferability of Federated Models via Statistics Tuning0
FunBO: Discovering Acquisition Functions for Bayesian Optimization with FunSearch0
G2L: A Geometric Approach for Generating Pseudo-labels that Improve Transfer Learning0
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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