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 221230 of 10307 papers

TitleStatusHype
Comparative Analysis of Lightweight Deep Learning Models for Memory-Constrained Devices0
Advanced Clustering Framework for Semiconductor Image Analytics Integrating Deep TDA with Self-Supervised and Transfer Learning Techniques0
Aerodynamic and structural airfoil shape optimisation via Transfer Learning-enhanced Deep Reinforcement Learning0
Finger Pose Estimation for Under-screen Fingerprint SensorCode0
Early Prediction of Sepsis: Feature-Aligned Transfer Learning0
Local Herb Identification Using Transfer Learning: A CNN-Powered Mobile Application for Nepalese Flora0
Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 ChallengeCode0
A Physics-preserved Transfer Learning Method for Differential Equations0
Transfer Learning-Based Deep Residual Learning for Speech Recognition in Clean and Noisy Environments0
A Computational Model of Inclusive Pedagogy: From Understanding to Application0
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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