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

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Showing 2301–2350 of 10307 papers

TitleStatusHype
An Information-Theoretic Approach to Transferability in Task Transfer Learning—0
Brain MRI detection by Sematic Segmentation models- Transfer Learning approach—0
On the Generalization for Transfer Learning: An Information-Theoretic Analysis—0
Deep-Learning-Based Markerless Pose Estimation Systems in Gait Analysis: DeepLabCut Custom Training and the Refinement Function—0
Brain-mediated Transfer Learning of Convolutional Neural Networks—0
Brain informed transfer learning for categorizing construction hazards—0
An Inductive Transfer Learning Approach using Cycle-consistent Adversarial Domain Adaptation with Application to Brain Tumor Segmentation—0
Brain2Model Transfer: Training sensory and decision models with human neural activity as a teacher—0
Abnormal Event Detection in Urban Surveillance Videos Using GAN and Transfer Learning—0
Deep Learning-Based Image Kernel for Inductive Transfer—0
Deep learning based prediction of Alzheimer's disease from magnetic resonance images—0
Deep learning-based variational autoencoder for classification of quantum and classical states of light—0
Deep Learning-Enabled Sleep Staging From Vital Signs and Activity Measured Using a Near-Infrared Video Camera—0
Bounds on the Minimax Rate for Estimating a Prior over a VC Class from Independent Learning Tasks—0
Deep Learning-Based Communication Over the Air—0
Towards Complementary Knowledge Distillation for Efficient Dense Image Prediction—0
An Improvement for Capsule Networks using Depthwise Separable Convolution—0
Driver Safety Development Real Time Driver Drowsiness Detection System Based on Convolutional Neural Network—0
A Conceptual Framework for Externally-influenced Agents: An Assisted Reinforcement Learning Review—0
An Improved Model for Diabetic Retinopathy Detection by using Transfer Learning and Ensemble Learning—0
A computer vision-based model for occupancy detection using low-resolution thermal images—0
Bootstrap an end-to-end ASR system by multilingual training, transfer learning, text-to-text mapping and synthetic audio—0
An Imitation Learning Based Algorithm Enabling Priori Knowledge Transfer in Modern Electricity Markets for Bayesian Nash Equilibrium Estimation—0
Deep Learning Based Classification of Unsegmented Phonocardiogram Spectrograms Leveraging Transfer Learning—0
Deep Learning-based Epicenter Localization using Single-Station Strong Motion Records—0
Boosting Transformers for Job Expression Extraction and Classification in a Low-Resource Setting—0
An Imitation from Observation Approach to Transfer Learning with Dynamics Mismatch—0
Boosting the Convergence of Reinforcement Learning-based Auto-pruning Using Historical Data—0
Boosting Template-based SSVEP Decoding by Cross-domain Transfer Learning—0
A Distributed Reinforcement Learning Solution With Knowledge Transfer Capability for A Bike Rebalancing Problem—0
Deep Learning based Automated Forest Health Diagnosis from Aerial Images—0
Boosting Single-Frame 3D Object Detection by Simulating Multi-Frame Point Clouds—0
Boosting Self-Supervised Learning via Knowledge Transfer—0
An exploratory experiment on Hindi, Bengali hate-speech detection and transfer learning using neural networks—0
Boosting Personalised Musculoskeletal Modelling with Physics-informed Knowledge Transfer—0
Boosting pathology detection in infants by deep transfer learning from adult speech—0
Adinkra Symbol Recognition using Classical Machine Learning and Deep Learning—0
Deep Learning-based Bio-Medical Image Segmentation using UNet Architecture and Transfer Learning—0
Deep Learning-based Extreme Heatwave Forecast—0
Boosting offline handwritten text recognition in historical documents with few labeled lines—0
Boosting multi-demographic federated learning for chest x-ray analysis using general-purpose self-supervised representations—0
An Exploratory Approach Towards Investigating and Explaining Vision Transformer and Transfer Learning for Brain Disease Detection—0
Boosting Low-Resource Biomedical QA via Entity-Aware Masking Strategies—0
Boosting Kidney Stone Identification in Endoscopic Images Using Two-Step Transfer Learning—0
An Exploration of Data Efficiency in Intra-Dataset Task Transfer for Dialog Understanding—0
A Digital twin for Diesel Engines: Operator-infused PINNs with Transfer Learning for Engine Health Monitoring—0
An Explainable Nature-Inspired Framework for Monkeypox Diagnosis: Xception Features Combined with NGBoost and African Vultures Optimization Algorithm—0
Boosting HDR Image Reconstruction via Semantic Knowledge Transfer—0
A Brief History of Prompt: Leveraging Language Models. (Through Advanced Prompting)—0
An Explainable Machine Learning Model for Early Detection of Parkinson's Disease using LIME on DaTscan Imagery—0
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All datasetsOffice-Home100 sleep nights of 8 caregiversBanglaLekha Isolated DatasetCOCO70KITTI Object Tracking Evaluation 2012Retinal Fundus MultiDisease Image Dataset (RFMiD)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1APCLIPAccuracy84.2—Unverified
2DFA-ENTAccuracy69.2—Unverified
3DFA-SAFNAccuracy69.1—Unverified
4EasyTLAccuracy63.3—Unverified
5MEDAAccuracy60.3—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN10-20% Mask PSNR3.23—Unverified
#ModelMetricClaimedVerifiedStatus
1Chatterjee, Dutta et al.[1]Accuracy96.12—Unverified
#ModelMetricClaimedVerifiedStatus
1Co-TuningAccuracy85.65—Unverified
#ModelMetricClaimedVerifiedStatus
1Physical AccessEER5.74—Unverified
#ModelMetricClaimedVerifiedStatus
1riadd.aucmediAUROC0.95—Unverified