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 2076–2100 of 10307 papers

Title	Date	Tasks	Status	Score
Gotta Learn Fast: A New Benchmark for Generalization in RL	Apr 10, 2018	Few-Shot Learningreinforcement-learning	CodeCode Available	5
Grad2Task: Improved Few-shot Text Classification Using Gradients for Task Representation	Jan 27, 2022	Few-Shot Text ClassificationMeta-Learning	CodeCode Available	5
Boosting High Resolution Image Classification with Scaling-up Transformers	Sep 26, 2023	ClassificationData Augmentation	CodeCode Available	5
Boosting Handwriting Text Recognition in Small Databases with Transfer Learning	Apr 4, 2018	HTRTransfer Learning	CodeCode Available	5
A Diffusion Model and Knowledge Distillation Framework for Robust Coral Detection in Complex Underwater Environments	Jan 6, 2025	2D Object DetectionKnowledge Distillation	CodeCode Available	5
Going Extreme: Comparative Analysis of Hate Speech in Parler and Gab	Jan 27, 2022	Hate Speech DetectionTransfer Learning	CodeCode Available	5
GLoMo: Unsupervisedly Learned Relational Graphs as Transferable Representations	Jun 14, 2018	image-classificationImage Classification	CodeCode Available	5
Boosting Data Analytics With Synthetic Volume Expansion	Oct 27, 2023	Sentiment AnalysisSynthetic Data Generation	CodeCode Available	5
AdeNet: Deep learning architecture that identifies damaged electrical insulators in power lines	Mar 2, 2021	Anomaly DetectionTransfer Learning	CodeCode Available	5
Glo-In-One-v2: Holistic Identification of Glomerular Cells, Tissues, and Lesions in Human and Mouse Histopathology	Nov 25, 2024	Lesion SegmentationSegmentation	CodeCode Available	5
GKT: A Novel Guidance-Based Knowledge Transfer Framework For Efficient Cloud-edge Collaboration LLM Deployment	May 30, 2024	GSM8KKnowledge Distillation	CodeCode Available	5
Global Safe Sequential Learning via Efficient Knowledge Transfer	Feb 22, 2024	Active LearningBayesian Optimization	CodeCode Available	5
Latent-Optimized Adversarial Neural Transfer for Sarcasm Detection	Apr 19, 2021	Meta-LearningSarcasm Detection	CodeCode Available	5
Multicenter Privacy-Preserving Model Training for Deep Learning Brain Metastases Autosegmentation	May 17, 2024	Privacy PreservingSensitivity	CodeCode Available	5
Bone Fracture Classification using Transfer Learning	Jun 22, 2024	ClassificationTransfer Learning	CodeCode Available	5
Geographical Distance Is The New Hyperparameter: A Case Study Of Finding The Optimal Pre-trained Language For English-isiZulu Machine Translation	May 17, 2022	Low-Resource Neural Machine TranslationMachine Translation	CodeCode Available	5
GenSF: Simultaneous Adaptation of Generative Pre-trained Models and Slot Filling	Jun 13, 2021	Open-Domain Dialogslot-filling	CodeCode Available	5
Generative Transfer Learning: Covid-19 Classification with a few Chest X-ray Images	Aug 10, 2022	Binary ClassificationFew-Shot Learning	CodeCode Available	5
GenTL: A General Transfer Learning Model for Building Thermal Dynamics	Jan 23, 2025	Deep LearningTransfer Learning	CodeCode Available	5
Generative Denoise Distillation: Simple Stochastic Noises Induce Efficient Knowledge Transfer for Dense Prediction	Jan 16, 2024	Instance SegmentationKnowledge Distillation	CodeCode Available	5
Generative Causal Representation Learning for Out-of-Distribution Motion Forecasting	Feb 17, 2023	Motion ForecastingRepresentation Learning	CodeCode Available	5
Generating Gameplay-Relevant Art Assets with Transfer Learning	Oct 4, 2020	Image GenerationTransfer Learning	CodeCode Available	5
Anti-Transfer Learning for Task Invariance in Convolutional Neural Networks for Speech Processing	Jun 11, 2020	Emotion Recognitionspeech-recognition	CodeCode Available	5
Generating Thermal Human Faces for Physiological Assessment Using Thermal Sensor Auxiliary Labels	Jun 15, 2021	SSIMTransfer Learning	CodeCode Available	5
BLIP-Adapter: Parameter-Efficient Transfer Learning for Mobile Screenshot Captioning	Sep 26, 2023	Image CaptioningTransfer 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