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 2426–2450 of 10307 papers

Title	Date	Tasks	Status	Score
FOSI: Hybrid First and Second Order Optimization	Feb 16, 2023	Audio ClassificationLanguage Modelling	CodeCode Available	5
From English to Code-Switching: Transfer Learning with Strong Morphological Clues	Sep 11, 2019	Language IdentificationNamed Entity Recognition (NER)	CodeCode Available	5
AMNet: Memorability Estimation with Attention	Apr 9, 2018	General Classificationimage-classification	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
IAI Group at CheckThat! 2024: Transformer Models and Data Augmentation for Checkworthy Claim Detection	Aug 2, 2024	Claim VerificationData Augmentation	CodeCode Available	5
AugWard: Augmentation-Aware Representation Learning for Accurate Graph Classification	Mar 27, 2025	DiversityDrug Discovery	CodeCode Available	5
Cycle-consistent Conditional Adversarial Transfer Networks	Sep 17, 2019	Domain AdaptationTransfer Learning	CodeCode Available	5
AMLNet: Adversarial Mutual Learning Neural Network for Non-AutoRegressive Multi-Horizon Time Series Forecasting	Oct 30, 2023	DecoderDiversity	CodeCode Available	5
Fleet Control using Coregionalized Gaussian Process Policy Iteration	Nov 22, 2019	Gaussian Processesreinforcement-learning	CodeCode Available	5
Flexible Option Learning	Dec 6, 2021	Deep Reinforcement LearningHierarchical Reinforcement Learning	CodeCode Available	5
Focus on the Positives: Self-Supervised Learning for Biodiversity Monitoring	Aug 14, 2021	Self-Supervised LearningTransfer Learning	CodeCode Available	5
Cutting the Error by Half: Investigation of Very Deep CNN and Advanced Training Strategies for Document Image Classification	Apr 11, 2017	document-image-classificationDocument Image Classification	CodeCode Available	5
FixyNN: Efficient Hardware for Mobile Computer Vision via Transfer Learning	Feb 27, 2019	General Classificationimage-classification	CodeCode Available	5
Augmenting semantic lexicons using word embeddings and transfer learning	Sep 18, 2021	Recommendation SystemsTransfer 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
Adaptive Multi-Task Transfer Learning for Chinese Word Segmentation in Medical Text	Aug 1, 2018	Chinese Word SegmentationTransfer Learning	CodeCode Available	5
Finger Pose Estimation for Under-screen Fingerprint Sensor	May 5, 2025	Mixture-of-ExpertsPose Estimation	CodeCode Available	5
FissionFusion: Fast Geometric Generation and Hierarchical Souping for Medical Image Analysis	Mar 20, 2024	Medical Image AnalysisTransfer Learning	CodeCode Available	5
Augmenting Knowledge Transfer across Graphs	Dec 9, 2022	Domain AdaptationTransfer Learning	CodeCode Available	5
Curriculum Learning for Cumulative Return Maximization	Jun 13, 2019	Combinatorial OptimizationReinforcement Learning	CodeCode Available	5
Fine-Grained Emotion Prediction by Modeling Emotion Definitions	Jul 26, 2021	Language ModelingLanguage Modelling	CodeCode Available	5
Curriculum-Based Augmented Fourier Domain Adaptation for Robust Medical Image Segmentation	Jun 6, 2023	Domain AdaptationImage Segmentation	CodeCode Available	5
CycDA: Unsupervised Cycle Domain Adaptation from Image to Video	Mar 30, 2022	Action RecognitionDomain Adaptation	CodeCode Available	5
Fine-Grained Classification for Poisonous Fungi Identification with Transfer Learning	Jul 10, 2024	Fine-Grained Visual CategorizationTransfer Learning	CodeCode Available	5
Fine-grained Sentiment Classification using BERT	Oct 4, 2019	Chinese Sentiment AnalysisClassification	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