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 31313140 of 10307 papers

TitleStatusHype
MuDPT: Multi-modal Deep-symphysis Prompt Tuning for Large Pre-trained Vision-Language ModelsCode0
Masking meets Supervision: A Strong Learning AllianceCode1
BioREx: Improving Biomedical Relation Extraction by Leveraging Heterogeneous DatasetsCode1
Knowledge Transfer for Dynamic Multi-objective Optimization with a Changing Number of Objectives0
Learning-based sound speed estimation and aberration correction in linear-array photoacoustic imagingCode0
Synthetic optical coherence tomography angiographs for detailed retinal vessel segmentation without human annotationsCode1
Transformer Training Strategies for Forecasting Multiple Load Time SeriesCode0
Knowledge Transfer-Driven Few-Shot Class-Incremental LearningCode0
Persian Semantic Role Labeling Using Transfer Learning and BERT-Based Models0
Text-Driven Foley Sound Generation With Latent Diffusion ModelCode0
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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