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 21812190 of 10307 papers

TitleStatusHype
Abu-MaTran: Automatic building of Machine Translation0
Data Augmentation and Transfer Learning Approaches Applied to Facial Expressions Recognition0
Data Augmentation with Diffusion Models for Colon Polyp Localization on the Low Data Regime: How much real data is enough?0
Camera On-boarding for Person Re-identification using Hypothesis Transfer Learning0
CamemBERT-bio: Leveraging Continual Pre-training for Cost-Effective Models on French Biomedical Data0
A Note on Estimation Error Bound and Grouping Effect of Transfer Elastic Net0
Calliffusion: Chinese Calligraphy Generation and Style Transfer with Diffusion Modeling0
CALLIC: Content Adaptive Learning for Lossless Image Compression0
Advancing 3D Point Cloud Understanding through Deep Transfer Learning: A Comprehensive Survey0
Acoustic Anomaly Detection for Machine Sounds based on Image Transfer Learning0
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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