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 28912900 of 10307 papers

TitleStatusHype
A Data-Driven Evolutionary Transfer Optimization for Expensive Problems in Dynamic Environments0
Detail Preserving Residual Feature Pyramid Modules for Optical Flow0
Domain Mismatch Doesn't Always Prevent Cross-Lingual Transfer Learning0
BERT Transformer model for Detecting Arabic GPT2 Auto-Generated Tweets0
An empirical investigation into audio pipeline approaches for classifying bird species0
Detecting and Extracting of Adverse Drug Reaction Mentioning Tweets with Multi-Head Self Attention0
Detecting Bias in Transfer Learning Approaches for Text Classification0
Detecting Cadastral Boundary from Satellite Images Using U-Net model0
Domain-specific transfer learning in the automated scoring of tumor-stroma ratio from histopathological images of colorectal cancer0
Deep-Learning Driven Noise Reduction for Reduced Flux Computed Tomography0
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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