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 66016650 of 10307 papers

TitleStatusHype
Transfer Learning with Convolutional Neural Networks for Rainfall Detection in Single ImagesCode0
Generalized and Transferable Patient Language Representation for Phenotyping with Limited Data0
Transfer of Fully Convolutional Policy-Value Networks Between Games and Game Variants0
"Train one, Classify one, Teach one" -- Cross-surgery transfer learning for surgical step recognition0
A microservice-based framework for exploring data selection in cross-building knowledge transfer0
Comparative evaluation of CNN architectures for Image Caption GenerationCode0
A Novel Deep Learning Method for Textual Sentiment Analysis0
Classification of Breast Cancer Lesions in Ultrasound Images by using Attention Layer and loss Ensembles in Deep Convolutional Neural Networks0
V2W-BERT: A Framework for Effective Hierarchical Multiclass Classification of Software VulnerabilitiesCode1
RUBERT: A Bilingual Roman Urdu BERT Using Cross Lingual Transfer Learning0
ReINTEL Challenge 2020: Exploiting Transfer Learning Models for Reliable Intelligence Identification on Vietnamese Social Network Sites0
Bilingual Language Modeling, A transfer learning technique for Roman Urdu0
LogME: Practical Assessment of Pre-trained Models for Transfer LearningCode1
Transferable Visual Words: Exploiting the Semantics of Anatomical Patterns for Self-supervised LearningCode1
Tchebichef Transform Domain-based Deep Learning Architecture for Image Super-resolution0
Versatile and Robust Transient Stability Assessment via Instance Transfer Learning0
Exploring Knowledge Distillation of a Deep Neural Network for Multi-Script identification0
Intrinsically Motivated Open-Ended Multi-Task Learning Using Transfer Learning to Discover Task HierarchyCode0
An Empirical Study on Measuring the Similarity of Sentential Arguments with Language Model Domain Adaptation0
Fortify Machine Learning Production Systems: Detect and Classify Adversarial Attacks0
Meta-Transfer Learning for Low-Resource Abstractive SummarizationCode1
Transfer Learning for Linear Regression: a Statistical Test of Gain0
Ensemble Transfer Learning of Elastography and B-mode Breast Ultrasound Images0
Geostatistical Learning: Challenges and OpportunitiesCode0
Learning Visual Models using a Knowledge Graph as a Trainer0
End-to-end lyrics Recognition with Voice to Singing Style TransferCode1
Boosting Deep Transfer Learning for COVID-19 Classification0
Boosting Low-Resource Biomedical QA via Entity-Aware Masking Strategies0
FEWS: Large-Scale, Low-Shot Word Sense Disambiguation with the Dictionary0
Instance Localization for Self-supervised Detection PretrainingCode1
Improving speech recognition models with small samples for air traffic control systems0
Identifying Misinformation from Website Screenshots0
Fast End-to-End Speech Recognition via Non-Autoregressive Models and Cross-Modal Knowledge Transferring from BERT0
Zero-Shot Self-Supervised Learning for MRI ReconstructionCode1
Transfer Learning for Future Wireless Networks: A Comprehensive Survey0
indicnlp@ kgp at DravidianLangTech-EACL2021: Offensive Language Identification in Dravidian LanguagesCode0
Self Regulated Learning Mechanism for Data Efficient Knowledge Distillation0
indicnlp@kgp at DravidianLangTech-EACL2021: Offensive Language Identification in Dravidian LanguagesCode0
Transformer-Based Approaches for Automatic Music TranscriptionCode0
Learning Student-Friendly Teacher Networks for Knowledge Distillation0
Efficient Conditional GAN Transfer with Knowledge Propagation across ClassesCode1
Emoji-Based Transfer Learning for Sentiment TasksCode0
Real-Time Topology Optimization in 3D via Deep Transfer LearningCode0
COVID-19 detection from scarce chest x-ray image data using few-shot deep learning approachCode1
Cross-Domain Multi-Task Learning for Sequential Sentence Classification in Research PapersCode1
Multi-Task Reinforcement Learning with Context-based RepresentationsCode1
Anomaly Detection through Transfer Learning in Agriculture and Manufacturing IoT Systems0
Concept drift-tolerant transfer learning in dynamic environments.0
Customizing Contextualized Language Models forLegal Document Reviews0
Conditional Loss and Deep Euler Scheme for Time Series Generation0
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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