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 2376–2400 of 10307 papers

Title	Date	Tasks	Status	Score
Entity Tracking via Effective Use of Multi-Task Learning Model and Mention-guided Decoding	Oct 12, 2022	Multi-Task 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
General-Purpose Deep Point Cloud Feature Extractor	Mar 12, 2018	3D Object Classification3D Point Cloud Classification	CodeCode Available	5
Graph Constrained Data Representation Learning for Human Motion Segmentation	Jul 28, 2021	ClusteringMotion Segmentation	CodeCode Available	5
Knowledge transfer across cell lines using Hybrid Gaussian Process models with entity embedding vectors	Nov 27, 2020	Transfer Learning	CodeCode Available	5
FOSI: Hybrid First and Second Order Optimization	Feb 16, 2023	Audio ClassificationLanguage Modelling	CodeCode Available	5
Foundation Model for Composite Microstructures: Reconstruction, Stiffness, and Nonlinear Behavior Prediction	Nov 10, 2024	Transfer Learning	CodeCode Available	5
Forecasting Future Humphrey Visual Fields Using Deep Learning	Apr 2, 2018	Deep LearningTransfer Learning	CodeCode Available	5
A Multi-lingual Multi-task Architecture for Low-resource Sequence Labeling	Jul 1, 2018	Abstractive Text SummarizationMachine Translation	CodeCode Available	5
Forecasting new diseases in low-data settings using transfer learning	Apr 7, 2022	Time Series AnalysisTransfer Learning	CodeCode Available	5
Automated Long Answer Grading with RiceChem Dataset	Apr 22, 2024	College ChemistryNatural Language Inference	CodeCode Available	5
Advance Warning Methodologies for COVID-19 using Chest X-Ray Images	Jun 7, 2020	SensitivitySpecificity	CodeCode Available	5
Food Classification with Convolutional Neural Networks and Multi-Class Linear Discernment Analysis	Dec 6, 2020	ClassificationGeneral 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
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
Adaptive Transfer Clustering: A Unified Framework	Oct 28, 2024	ClusteringTransfer Learning	CodeCode Available	5
Focus on the Positives: Self-Supervised Learning for Biodiversity Monitoring	Aug 14, 2021	Self-Supervised LearningTransfer Learning	CodeCode Available	5
Automated diagnosis of COVID-19 with limited posteroanterior chest X-ray images using fine-tuned deep neural networks	Apr 23, 2020	Binary ClassificationComputed Tomography (CT)	CodeCode Available	5
A Multifactorial Optimization Paradigm for Linkage Tree Genetic Algorithm	May 6, 2020	Transfer Learning	CodeCode Available	5
Flexible Option Learning	Dec 6, 2021	Deep Reinforcement LearningHierarchical Reinforcement Learning	CodeCode Available	5
Flat Posterior Does Matter For Bayesian Model Averaging	Jun 21, 2024	modelTransfer Learning	CodeCode Available	5
Fleet Control using Coregionalized Gaussian Process Policy Iteration	Nov 22, 2019	Gaussian Processesreinforcement-learning	CodeCode Available	5
FOIT: Fast Online Instance Transfer for Improved EEG Emotion Recognition	Feb 1, 2021	Active LearningBrain Computer Interface	CodeCode Available	5
Fracture Detection in Wrist X-ray Images Using Deep Learning-Based Object Detection Models	Nov 14, 2021	Ensemble LearningFracture detection	CodeCode Available	5
FissionFusion: Fast Geometric Generation and Hierarchical Souping for Medical Image Analysis	Mar 20, 2024	Medical Image AnalysisTransfer 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