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 32513260 of 10307 papers

TitleStatusHype
Distilling BlackBox to Interpretable models for Efficient Transfer LearningCode1
Live American Sign Language Letter Classification with Convolutional Neural Networks0
Do We Really Need a Large Number of Visual Prompts?0
A Multi-Resolution Physics-Informed Recurrent Neural Network: Formulation and Application to Musculoskeletal Systems0
BiomedGPT: A Generalist Vision-Language Foundation Model for Diverse Biomedical TasksCode2
Representation Transfer Learning via Multiple Pre-trained models for Linear Regression0
Collective Knowledge Graph Completion with Mutual Knowledge Distillation0
Transfer Learning for Personality Perception via Speech Emotion Recognition0
ComSL: A Composite Speech-Language Model for End-to-End Speech-to-Text TranslationCode1
TOAST: Transfer Learning via Attention SteeringCode1
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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