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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 2401–2425 of 10307 papers

Title	Date	Tasks	Status	Score
Free the Plural: Unrestricted Split-Antecedent Anaphora Resolution	Oct 31, 2020	coreference-resolutionCoreference Resolution	CodeCode Available	5
Food Classification with Convolutional Neural Networks and Multi-Class Linear Discernment Analysis	Dec 6, 2020	ClassificationGeneral Classification	CodeCode Available	5
AutoFCL: Automatically Tuning Fully Connected Layers for Handling Small Dataset	Jan 22, 2020	Bayesian Optimizationimage-classification	CodeCode Available	5
Force myography benchmark data for hand gesture recognition and transfer learning	Jul 29, 2020	Gesture RecognitionHand Gesture Recognition	CodeCode Available	5
Focus on the Positives: Self-Supervised Learning for Biodiversity Monitoring	Aug 14, 2021	Self-Supervised LearningTransfer Learning	CodeCode Available	5
Amortized Auto-Tuning: Cost-Efficient Bayesian Transfer Optimization for Hyperparameter Recommendation	Jun 17, 2021	Bayesian OptimizationTransfer Learning	CodeCode Available	5
FOIT: Fast Online Instance Transfer for Improved EEG Emotion Recognition	Feb 1, 2021	Active LearningBrain Computer Interface	CodeCode Available	5
FM-OV3D: Foundation Model-based Cross-modal Knowledge Blending for Open-Vocabulary 3D Detection	Dec 22, 2023	3D Object Detection3D Open-Vocabulary Object Detection	CodeCode Available	5
Improving Multilingual Neural Machine Translation by Utilizing Semantic and Linguistic Features	Aug 2, 2024	DecoderMachine Translation	CodeCode Available	5
Forecasting Future Humphrey Visual Fields Using Deep Learning	Apr 2, 2018	Deep LearningTransfer Learning	CodeCode Available	5
Fuzzy Rank-based Fusion of CNN Models using Gompertz Function for Screening COVID-19 CT-Scans	Jul 8, 2021	Image ClassificationTransfer Learning	CodeCode Available	5
Fleet Control using Coregionalized Gaussian Process Policy Iteration	Nov 22, 2019	Gaussian Processesreinforcement-learning	CodeCode Available	5
Flat Posterior Does Matter For Bayesian Model Averaging	Jun 21, 2024	modelTransfer Learning	CodeCode Available	5
Flexible Option Learning	Dec 6, 2021	Deep Reinforcement LearningHierarchical Reinforcement Learning	CodeCode Available	5
Task and Domain Adaptive Reinforcement Learning for Robot Control	Apr 29, 2024	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	5
OmniXAS: A Universal Deep-Learning Framework for Materials X-ray Absorption Spectra	Sep 29, 2024	PredictionTransfer Learning	CodeCode Available	5
First-frame Supervised Video Polyp Segmentation via Propagative and Semantic Dual-teacher Network	Dec 21, 2024	BenchmarkingTransfer Learning	CodeCode Available	5
FissionFusion: Fast Geometric Generation and Hierarchical Souping for Medical Image Analysis	Mar 20, 2024	Medical Image AnalysisTransfer Learning	CodeCode Available	5
FixyNN: Efficient Hardware for Mobile Computer Vision via Transfer Learning	Feb 27, 2019	General Classificationimage-classification	CodeCode Available	5
A Unified Neural Architecture for Instrumental Audio Tasks	Mar 1, 2019	Information RetrievalMusic Information Retrieval	CodeCode Available	5
A Unified Meta-Learning Framework for Dynamic Transfer Learning	Jul 5, 2022	Meta-LearningTransfer Learning	CodeCode Available	5
Adaptive Prompt Learning with Distilled Connective Knowledge for Implicit Discourse Relation Recognition	Sep 14, 2023	Knowledge DistillationPrompt Learning	CodeCode Available	5
Finger Pose Estimation for Under-screen Fingerprint Sensor	May 5, 2025	Mixture-of-ExpertsPose Estimation	CodeCode Available	5
A Unified Framework for Domain Adaptation using Metric Learning on Manifolds	Apr 28, 2018	Domain AdaptationMetric Learning	CodeCode Available	5
Learning Universal Graph Neural Network Embeddings With Aid Of Transfer Learning	Sep 22, 2019	DecoderGraph Classification	CodeCode Available	5

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All datasets Office-Home 100 sleep nights of 8 caregivers BanglaLekha Isolated Dataset COCO70 KITTI Object Tracking Evaluation 2012 Retinal Fundus MultiDisease Image Dataset (RFMiD)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	APCLIP	Accuracy	84.2	—	Unverified
2	DFA-ENT	Accuracy	69.2	—	Unverified
3	DFA-SAFN	Accuracy	69.1	—	Unverified
4	EasyTL	Accuracy	63.3	—	Unverified
5	MEDA	Accuracy	60.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CNN	10-20% Mask PSNR	3.23	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Chatterjee, Dutta et al.[1]	Accuracy	96.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Co-Tuning	Accuracy	85.65	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Physical Access	EER	5.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	riadd.aucmedi	AUROC	0.95	—	Unverified