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 29512960 of 10307 papers

TitleStatusHype
Unlocking the diagnostic potential of electrocardiograms through information transfer from cardiac magnetic resonance imagingCode1
Deep Learning Model Transfer in Forest Mapping using Multi-source Satellite SAR and Optical Images0
Multiscale patch-based feature graphs for image classificationCode0
Weakly Semi-Supervised Detection in Lung Ultrasound Videos0
Sparse Array Design for Direction Finding using Deep Learning0
Deep Learning for Steganalysis of Diverse Data Types: A review of methods, taxonomy, challenges and future directions0
Evaluation of a Low-Cost Single-Lead ECG Module for Vascular Ageing Prediction and Studying Smoking-induced Changes in ECG0
PMU measurements based short-term voltage stability assessment of power systems via deep transfer learning0
Transfer Learning with Partially Observable Offline Data via Causal Bounds0
A Transfer Learning Framework for Proactive Ramp Metering Performance Assessment0
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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