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 94019450 of 10307 papers

TitleStatusHype
How emotional are you? Neural Architectures for Emotion Intensity Prediction in MicroblogsCode1
Convolutional Neural Network for Universal Sentence Embeddings0
Farewell Freebase: Migrating the SimpleQuestions Dataset to DBpediaCode0
Transfer Learning for Entity Recognition of Novel ClassesCode0
Transfer Learning for a Letter-Ngrams to Word Decoder in the Context of Historical Handwriting Recognition with Scarce Resources0
Transferred Embeddings for Igbo Similarity, Analogy, and Diacritic Restoration Tasks0
Using Neural Transfer Learning for Morpho-syntactic Tagging of South-Slavic Languages Tweets0
TRAC-1 Shared Task on Aggression Identification: IIT(ISM)@COLING'180
Deep Cross Modal Learning for Caricature Verification and Identification(CaVINet)Code0
Brain MRI Image Super Resolution using Phase Stretch Transform and Transfer LearningCode0
Improving Spatiotemporal Self-Supervision by Deep Reinforcement Learning0
Deep Recurrent Neural Networks for ECG Signal DenoisingCode1
Improving Transferability of Deep Neural Networks0
Semi-supervised Transfer Learning for Image Rain RemovalCode0
Visual Analogies between Atari Games for Studying Transfer Learning in RL0
Do Better ImageNet Models Transfer Better... for Image Recommendation?0
Attend Before you Act: Leveraging human visual attention for continual learningCode0
CReaM: Condensed Real-time Models for Depth Prediction using Convolutional Neural Networks0
Asynchronous Advantage Actor-Critic Agent for Starcraft II0
Knowledge-based Transfer Learning ExplanationCode0
Cross-paradigm pretraining of convolutional networks improves intracranial EEG decoding0
Surgical Phase Recognition of Short Video Shots Based on Temporal Modeling of Deep Features0
Deep Transfer Learning for Cross-domain Activity Recognition0
Bio-Measurements Estimation and Support in Knee Recovery through Machine Learning0
Transfer Learning for Action Unit Recognition0
Visual Domain Adaptation with Manifold Embedded Distribution Alignment0
Metric Embedding Autoencoders for Unsupervised Cross-Dataset Transfer Learning0
CT Image Enhancement Using Stacked Generative Adversarial Networks and Transfer Learning for Lesion Segmentation Improvement0
Self-supervised Knowledge Distillation Using Singular Value DecompositionCode0
Land-Cover Classification with High-Resolution Remote Sensing Images Using Transferable Deep Models0
Towards Single-phase Single-stage Detection of Pulmonary Nodules in Chest CT Imaging0
Multi-task dialog act and sentiment recognition on MastodonCode0
Neural Networks Regularization Through Representation LearningCode0
State-of-the-art and gaps for deep learning on limited training data in remote sensing0
AI Reasoning Systems: PAC and Applied Methods0
Multi-Task Learning with Incomplete Data for Healthcare0
Towards more Reliable Transfer Learning0
Transfer Learning From Synthetic To Real Images Using Variational Autoencoders For Precise Position Detection0
Transfer Learning for Clinical Time Series Analysis using Recurrent Neural Networks0
Neonatal Pain Expression Recognition Using Transfer Learning0
End-to-End Learning on 3D Protein Structure for Interface PredictionCode0
Balanced Distribution Adaptation for Transfer Learning0
Mammography Dual View Mass Correspondence0
Breast cancer histology classification using Deep Residual NetworksCode0
Deep Residual Network based Automatic Image Grading for Diabetic Macular EdemaCode0
A Food Photography App with Image Recognition for Thai Food0
Structured Variationally Auto-encoded Optimization0
Transfer Learning via Learning to Transfer0
Coherence Modeling Improves Implicit Discourse Relation Recognition0
A Situated Dialogue System for Learning Structural Concepts in Blocks World0
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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