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 2551–2575 of 10307 papers

Title	Date	Tasks	Status	Score
Fine-Grained Classification for Poisonous Fungi Identification with Transfer Learning	Jul 10, 2024	Fine-Grained Visual CategorizationTransfer Learning	CodeCode Available	5
Finger Pose Estimation for Under-screen Fingerprint Sensor	May 5, 2025	Mixture-of-ExpertsPose Estimation	CodeCode Available	5
Food Classification with Convolutional Neural Networks and Multi-Class Linear Discernment Analysis	Dec 6, 2020	ClassificationGeneral Classification	CodeCode Available	5
Hi-gMISnet: generalized medical image segmentation using DWT based multilayer fusion and dual mode attention into high resolution pGAN	May 20, 2024	Generative Adversarial NetworkImage Segmentation	CodeCode Available	5
Few-shot classification in Named Entity Recognition Task	Dec 14, 2018	ClassificationGeneral Classification	CodeCode Available	5
HintNet: Hierarchical Knowledge Transfer Networks for Traffic Accident Forecasting on Heterogeneous Spatio-Temporal Data	Mar 7, 2022	ManagementTransfer Learning	CodeCode Available	5
Decoding Neural Responses in Mouse Visual Cortex through a Deep Neural Network	Oct 26, 2019	Transfer Learning	CodeCode Available	5
Histogram-based Parameter-efficient Tuning for Passive Sonar Classification	Apr 21, 2025	Transfer Learning	CodeCode Available	5
Few-Shot Fruit Segmentation via Transfer Learning	May 4, 2024	Few-Shot Semantic SegmentationScene Parsing	CodeCode Available	5
Feudal Graph Reinforcement Learning	Apr 11, 2023	Decision MakingGraph Clustering	CodeCode Available	5
Few-shot calibration of low-cost air pollution (PM2.5) sensors using meta-learning	Aug 2, 2021	Meta-LearningTransfer Learning	CodeCode Available	5
FedRef: Communication-Efficient Bayesian Fine Tuning with Reference Model	Jun 29, 2025	Brain Tumor SegmentationFederated Learning	CodeCode Available	5
Automated tabulation of clinical trial results: A joint entity and relation extraction approach with transformer-based language representations	Dec 10, 2021	Joint Entity and Relation Extractionnamed-entity-recognition	CodeCode Available	5
How Language-Neutral is Multilingual BERT?	Nov 8, 2019	RetrievalSentence	CodeCode Available	5
Cross-project Defect Prediction with An Enhanced Transfer Boosting Algorithm	Nov 29, 2022	PredictionTransfer Learning	CodeCode Available	5
Decoupled Self Attention for Accurate One Stage Object Detection	Dec 14, 2020	Objectobject-detection	CodeCode Available	5
FedPCL-CDR: A Federated Prototype-based Contrastive Learning Framework for Privacy-Preserving Cross-domain Recommendation	Sep 5, 2024	Contrastive LearningFederated Learning	CodeCode Available	5
Federated Machine Learning: Concept and Applications	Feb 13, 2019	BIG-bench Machine LearningFederated Learning	CodeCode Available	5
Federated Semi-Supervised Multi-Task Learning to Detect COVID-19 and Lungs Segmentation Marking Using Chest Radiography Images and Raspberry Pi Devices: An Internet of Medical Things Application	Jul 24, 2021	Federated LearningMulti-Task Learning	CodeCode Available	5
Attentive Multi-Task Deep Reinforcement Learning	Jul 5, 2019	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	5
Federated Domain Generalization via Prompt Learning and Aggregation	Nov 15, 2024	Domain GeneralizationPrivacy Preserving	CodeCode Available	5
Cross-Modal Transfer from Memes to Videos: Addressing Data Scarcity in Hateful Video Detection	Jan 26, 2025	Hate Speech DetectionTransfer Learning	CodeCode Available	5
Federated Continual Graph Learning	Nov 28, 2024	Continual LearningGraph Learning	CodeCode Available	5
Automated Web-Based Malaria Detection System with Machine Learning and Deep Learning Techniques	Jun 27, 2024	Transfer Learning	CodeCode Available	5
Federated Continual Learning for Text Classification via Selective Inter-client Transfer	Oct 12, 2022	Continual LearningFederated Learning	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