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 2551–2600 of 10307 papers

TitleStatusHype
Pre-Ictal Seizure Prediction Using Personalized Deep Learning—0
Learning De-Biased Representations for Remote-Sensing ImageryCode0
Deep Transfer Learning Based Peer Review Aggregation and Meta-review Generation for Scientific Articles—0
Interpolation-Free Deep Learning for Meteorological Downscaling on Unaligned Grids Across Multiple Domains with Application to Wind Power—0
Remaining Useful Life Prediction: A Study on Multidimensional Industrial Signal Processing and Efficient Transfer Learning Based on Large Language Models—0
Reconstructing Human Mobility Pattern: A Semi-Supervised Approach for Cross-Dataset Transfer Learning—0
A Novel Method for Accurate & Real-time Food Classification: The Synergistic Integration of EfficientNetB7, CBAM, Transfer Learning, and Data Augmentation—0
Ethio-Fake: Cutting-Edge Approaches to Combat Fake News in Under-Resourced Languages Using Explainable AI—0
The Comparison of Individual Cat Recognition Using Neural Networks—0
Universality in Transfer Learning for Linear Models—0
QDGset: A Large Scale Grasping Dataset Generated with Quality-Diversity—0
Source Data Selection for Brain-Computer Interfaces based on Simple Features—0
In-Context Transfer Learning: Demonstration Synthesis by Transferring Similar TasksCode0
RS-FME-SwinT: A Novel Feature Map Enhancement Framework Integrating Customized SwinT with Residual and Spatial CNN for Monkeypox Diagnosis—0
Advanced Arabic Alphabet Sign Language Recognition Using Transfer Learning and Transformer Models—0
An Intrinsically Knowledge-Transferring Developmental Spiking Neural Network for Tactile Classification—0
Scalable Multi-Task Transfer Learning for Molecular Property Prediction—0
EMGTTL: Transformers-Based Transfer Learning for Classification of ADL using Raw Surface EMG Signals—0
On the topology and geometry of population-based SHM—0
UIR-LoRA: Achieving Universal Image Restoration through Multiple Low-Rank AdaptationCode0
Classroom-Inspired Multi-Mentor Distillation with Adaptive Learning Strategies—0
FireLite: Leveraging Transfer Learning for Efficient Fire Detection in Resource-Constrained Environments—0
Model Selection with a Shapelet-based Distance Measure for Multi-source Transfer Learning in Time Series ClassificationCode0
Multi-Scale Convolutional LSTM with Transfer Learning for Anomaly Detection in Cellular Networks—0
SurgPETL: Parameter-Efficient Image-to-Surgical-Video Transfer Learning for Surgical Phase Recognition—0
Brain Tumor Classification on MRI in Light of Molecular Markers—0
OmniXAS: A Universal Deep-Learning Framework for Materials X-ray Absorption SpectraCode0
MedViLaM: A multimodal large language model with advanced generalizability and explainability for medical data understanding and generationCode0
Accelerating Malware Classification: A Vision Transformer SolutionCode0
On the universality of neural encodings in CNNs—0
How Effective is Pre-training of Large Masked Autoencoders for Downstream Earth Observation Tasks?—0
Student-Oriented Teacher Knowledge Refinement for Knowledge Distillation—0
Deep Hybrid Architecture for Very Low-Resolution Image Classification Using Capsule AttentionCode0
Towards Diverse Device Heterogeneous Federated Learning via Task Arithmetic Knowledge IntegrationCode0
Harmonizing knowledge Transfer in Neural Network with Unified Distillation—0
Meta-RTL: Reinforcement-Based Meta-Transfer Learning for Low-Resource Commonsense Reasoning—0
Transfer Learning in _1 Regularized Regression: Hyperparameter Selection Strategy based on Sharp Asymptotic Analysis—0
T3: A Novel Zero-shot Transfer Learning Framework Iteratively Training on an Assistant Task for a Target Task—0
Automated Segmentation and Analysis of Microscopy Images of Laser Powder Bed Fusion Melt Tracks—0
Jump Diffusion-Informed Neural Networks with Transfer Learning for Accurate American Option Pricing under Data Scarcity—0
Graph Pruning Based Spatial and Temporal Graph Convolutional Network with Transfer Learning for Traffic Prediction—0
Cross-Lingual Speech Emotion Recognition: Humans vs. Self-Supervised ModelsCode0
Speech Recognition Rescoring with Large Speech-Text Foundation Models—0
Unleashing the Potential of Synthetic Images: A Study on Histopathology Image ClassificationCode0
Transfer learning for financial data predictions: a systematic review—0
Online Multi-level Contrastive Representation Distillation for Cross-Subject fNIRS Emotion RecognitionCode0
Personalized Federated Learning via Backbone Self-Distillation—0
Machine Translation Advancements of Low-Resource Indian Languages by Transfer Learning—0
CON: Continual Object Navigation via Data-Free Inter-Agent Knowledge Transfer in Unseen and Unfamiliar Places—0
DSG-KD: Knowledge Distillation from Domain-Specific to General Language ModelsCode0
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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