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 39513960 of 10307 papers

TitleStatusHype
ALEX: Towards Effective Graph Transfer Learning with Noisy Labels0
Physics-Informed Solution of The Stationary Fokker-Plank Equation for a Class of Nonlinear Dynamical Systems: An Evaluation Study0
SINCERE: Supervised Information Noise-Contrastive Estimation REvisitedCode0
Unveiling the Potential of Deep Learning Models for Solar Flare Prediction in Near-Limb Regions0
Incorporating Ensemble and Transfer Learning For An End-To-End Auto-Colorized Image Detection Model0
Comparative Evaluation of Transfer Learning for Classification of Brain Tumor Using MRI0
Cross-modal Alignment with Optimal Transport for CTC-based ASR0
Crack-Net: Prediction of Crack Propagation in Composites0
EMGTFNet: Fuzzy Vision Transformer to decode Upperlimb sEMG signals for Hand Gestures Recognition0
Randomize to Generalize: Domain Randomization for Runway FOD Detection0
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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