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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 351–400 of 10307 papers

TitleStatusHype
Exploring Cultural Nuances in Emotion Perception Across 15 African Languages—0
FUSE: Label-Free Image-Event Joint Monocular Depth Estimation via Frequency-Decoupled Alignment and Degradation-Robust FusionCode0
The Coralscapes Dataset: Semantic Scene Understanding in Coral ReefsCode1
Optimizing Breast Cancer Detection in Mammograms: A Comprehensive Study of Transfer Learning, Resolution Reduction, and Multi-View Classification—0
Untangling the Influence of Typology, Data and Model Architecture on Ranking Transfer Languages for Cross-Lingual POS Tagging—0
Anomaly Detection Using Computer Vision: A Comparative Analysis of Class Distinction and Performance Metrics—0
Pitch Contour Exploration Across Audio Domains: A Vision-Based Transfer Learning Approach—0
Continual Reinforcement Learning for HVAC Systems Control: Integrating Hypernetworks and Transfer LearningCode0
Enhancing Dataset Distillation via Non-Critical Region RefinementCode0
Feature Calibration enhanced Parameter Synthesis for CLIP-based Class-incremental Learning—0
k-NN as a Simple and Effective Estimator of Transferability—0
PNN: A Novel Progressive Neural Network for Fault Classification in Rotating Machinery under Small Dataset Constraint—0
PAD: Towards Efficient Data Generation for Transfer Learning Using Phrase Alignment—0
Efficient Continual Adaptation of Pretrained Robotic Policy with Online Meta-Learned Adapters—0
Natural Language Processing for Electronic Health Records in Scandinavian Languages: Norwegian, Swedish, and Danish—0
FedSKD: Aggregation-free Model-heterogeneous Federated Learning using Multi-dimensional Similarity Knowledge Distillation—0
Cross-Domain Underwater Image Enhancement Guided by No-Reference Image Quality Assessment: A Transfer Learning Approach—0
Training A Neural Network For Partially Occluded Road Sign Identification In The Context Of Autonomous Vehicles—0
Adaptive Physics-informed Neural Networks: A Survey—0
Adaptive Multi-Fidelity Reinforcement Learning for Variance Reduction in Engineering Design Optimization—0
Physics-Guided Multi-Fidelity DeepONet for Data-Efficient Flow Field Prediction—0
Automated diagnosis of lung diseases using vision transformer: a comparative study on chest x-ray classification—0
Causal Inference based Transfer Learning with LLMs: An Efficient Framework for Industrial RUL Prediction—0
Efficient Deployment of Deep MIMO Detection Using Learngene—0
Federated Cross-Domain Click-Through Rate Prediction With Large Language Model Augmentation—0
Transfer learning from first-principles calculations to experiments with chemistry-informed domain transformation—0
Repurposing 2D Diffusion Models with Gaussian Atlas for 3D Generation—0
UniCrossAdapter: Multimodal Adaptation of CLIP for Radiology Report GenerationCode0
Sample-Efficient Bayesian Transfer Learning for Online Machine Parameter Optimization—0
Towards Agentic AI Networking in 6G: A Generative Foundation Model-as-Agent Approach—0
PETIMOT: A Novel Framework for Inferring Protein Motions from Sparse Data Using SE(3)-Equivariant Graph Neural Networks—0
A Comprehensive Survey on Architectural Advances in Deep CNNs: Challenges, Applications, and Emerging Research Directions—0
Boosting HDR Image Reconstruction via Semantic Knowledge Transfer—0
A Novel Channel Boosted Residual CNN-Transformer with Regional-Boundary Learning for Breast Cancer Detection—0
Conjuring Positive Pairs for Efficient Unification of Representation Learning and Image Synthesis—0
Entity-aware Cross-lingual Claim Detection for Automated Fact-checkingCode0
Sequential learning based PINNs to overcome temporal domain complexities in unsteady flow past flapping wings—0
ELTEX: A Framework for Domain-Driven Synthetic Data GenerationCode0
Cross-Environment Transfer Learning for Location-Aided Beam Prediction in 5G and Beyond Millimeter-Wave Networks—0
Multi-task Learning for Identification of Porcelain in Song and Yuan Dynasties—0
SCJD: Sparse Correlation and Joint Distillation for Efficient 3D Human Pose EstimationCode0
LED: LLM Enhanced Open-Vocabulary Object Detection without Human Curated Data GenerationCode0
Island-Based Evolutionary Computation with Diverse Surrogates and Adaptive Knowledge Transfer for High-Dimensional Data-Driven OptimizationCode0
An Optimization Framework for Differentially Private Sparse Fine-Tuning—0
Edit Transfer: Learning Image Editing via Vision In-Context Relations—0
Uncertainty-Aware Knowledge Distillation for Compact and Efficient 6DoF Pose Estimation—0
Robot Policy Transfer with Online Demonstrations: An Active Reinforcement Learning Approach—0
MSWAL: 3D Multi-class Segmentation of Whole Abdominal Lesions DatasetCode1
Lifelong Reinforcement Learning with Similarity-Driven Weighting by Large Models—0
TuneNSearch: a hybrid transfer learning and local search approach for solving vehicle routing problems—0
Show:102550
← PrevPage 8 of 207Next →
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