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 37313740 of 10307 papers

TitleStatusHype
Domain Adaptation for Time Series Under Feature and Label ShiftsCode1
Novel Fundus Image Preprocessing for Retcam Images to Improve Deep Learning Classification of Retinopathy of Prematurity0
COVID-19 Infection Analysis Framework using Novel Boosted CNNs and Radiological Images0
TAP: The Attention Patch for Cross-Modal Knowledge Transfer from Unlabeled Modality0
MOMA:Distill from Self-Supervised Teachers0
Interpretations of Domain Adaptations via Layer Variational AnalysisCode0
Efficient Domain Adaptation for Speech Foundation Models0
Self-Supervised In-Domain Representation Learning for Remote Sensing Image Scene Classification0
SoK: A Systematic Evaluation of Backdoor Trigger Characteristics in Image Classification0
Over-parameterised Shallow Neural Networks with Asymmetrical Node Scaling: Global Convergence Guarantees and Feature LearningCode0
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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