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 62016250 of 10307 papers

TitleStatusHype
Pay Attention to Convolution Filters: Towards Fast and Accurate Fine-Grained Transfer Learning0
Pay Attention to Features, Transfer Learn Faster CNNs0
PBNR: Prompt-based News Recommender System0
PCA-Initialized Deep Neural Networks Applied To Document Image Analysis0
PCAPVision: PCAP-Based High-Velocity and Large-Volume Network Failure Detection0
PCNN: Environment Adaptive Model Without Finetuning0
PCONet: A Convolutional Neural Network Architecture to Detect Polycystic Ovary Syndrome (PCOS) from Ovarian Ultrasound Images0
PDALN: Progressive Domain Adaptation over a Pre-trained Model for Low-Resource Cross-Domain Named Entity Recognition0
PDRL: Multi-Agent based Reinforcement Learning for Predictive Monitoring0
Peak-Controlled Logits Poisoning Attack in Federated Distillation0
Peer is Your Pillar: A Data-unbalanced Conditional GANs for Few-shot Image Generation0
PEMNET: A Transfer Learning-based Modeling Approach of High-Temperature Polymer Electrolyte Membrane Electrochemical Systems0
PEMP: Leveraging Physics Properties to Enhance Molecular Property Prediction0
PEMT: Multi-Task Correlation Guided Mixture-of-Experts Enables Parameter-Efficient Transfer Learning0
Percept, Chat, and then Adapt: Multimodal Knowledge Transfer of Foundation Models for Open-World Video Recognition0
Performance Embeddings: A Similarity-based Approach to Automatic Performance Optimization0
Performance Estimation of Synthesis Flows cross Technologies using LSTMs and Transfer Learning0
Performance Evaluation of Convolutional Neural Networks for Gait Recognition0
Performance Evaluation of Image Enhancement Techniques on Transfer Learning for Touchless Fingerprint Recognition0
Performance Evaluation of Sentiment Analysis on Text and Emoji Data Using End-to-End, Transfer Learning, Distributed and Explainable AI Models0
Performance of Deep Learning models with transfer learning for multiple-step-ahead forecasts in monthly time series0
Performance of Transfer Learning Model vs. Traditional Neural Network in Low System Resource Environment0
Per-pixel Classification Rebar Exposures in Bridge Eye-inspection0
PersianMind: A Cross-Lingual Persian-English Large Language Model0
Persian Natural Language Inference: A Meta-learning approach0
Persian Semantic Role Labeling Using Transfer Learning and BERT-Based Models0
Personalization of Wearable Sensor-Based Joint Kinematic Estimation Using Computer Vision for Hip Exoskeleton Applications0
Personalized Automatic Sleep Staging with Single-Night Data: a Pilot Study with KL-Divergence Regularization0
Personalized Continual EEG Decoding: Retaining and Transferring Knowledge0
Personalized Dynamics Models for Adaptive Assistive Navigation Systems0
Personalized Federated Learning for Heterogeneous Clients with Clustered Knowledge Transfer0
Personalized Federated Learning via Backbone Self-Distillation0
Personalized Federated Learning with Adaptive Feature Aggregation and Knowledge Transfer0
Personalized Human Activity Recognition Using Convolutional Neural Networks0
Personalized Patent Claim Generation and Measurement0
Personalized Risk Scoring for Critical Care Patients using Mixtures of Gaussian Process Experts0
Personalized Risk Scoring for Critical Care Prognosis using Mixtures of Gaussian Processes0
Personalized Semi-Supervised Federated Learning for Human Activity Recognition0
Personalized Subgraph Federated Learning with Differentiable Auxiliary Projections0
Personalizing a Dialogue System with Transfer Reinforcement Learning0
Personalizing Smartwatch Based Activity Recognition Using Transfer Learning0
PersonaPKT: Building Personalized Dialogue Agents via Parameter-efficient Knowledge Transfer0
Pessimism Principle Can Be Effective: Towards a Framework for Zero-Shot Transfer Reinforcement Learning0
PETALface: Parameter Efficient Transfer Learning for Low-resolution Face Recognition0
PETIMOT: A Novel Framework for Inferring Protein Motions from Sparse Data Using SE(3)-Equivariant Graph Neural Networks0
pFedES: Model Heterogeneous Personalized Federated Learning with Feature Extractor Sharing0
PGAD: Prototype-Guided Adaptive Distillation for Multi-Modal Learning in AD Diagnosis0
PharmKE: Knowledge Extraction Platform for Pharmaceutical Texts using Transfer Learning0
Phase transitions for high-dimensional joint support recovery0
Phase Transitions in Transfer Learning for High-Dimensional Perceptrons0
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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