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 1901–1925 of 10307 papers

Title	Date	Tasks	Status	Score
Harnessing the Power of Infinitely Wide Deep Nets on Small-data Tasks	Oct 3, 2019	Few-Shot Image ClassificationGeneral Classification	CodeCode Available	5
Are we done with object recognition? The iCub robot's perspective	Sep 28, 2017	Deep LearningImage Retrieval	CodeCode Available	5
HCR-Net: A deep learning based script independent handwritten character recognition network	Aug 15, 2021	Image AugmentationTransfer Learning	CodeCode Available	5
Hardware Conditioned Policies for Multi-Robot Transfer Learning	Nov 24, 2018	Deep Reinforcement LearningIndustrial Robots	CodeCode Available	5
Learning Time-Sensitive Strategies in Space Fortress	May 17, 2018	Atari GamesReinforcement Learning	CodeCode Available	5
Hardware-accelerated Mars Sample Localization via deep transfer learning from photorealistic simulations	Jun 6, 2022	Contour DetectionPose Estimation	CodeCode Available	5
Learning to Generalize Compositionally by Transferring Across Semantic Parsing Tasks	Nov 9, 2021	Semantic ParsingTransfer Learning	CodeCode Available	5
Harnessing multiple LLMs for Information Retrieval: A case study on Deep Learning methodologies in Biodiversity publications	Nov 14, 2024	Information RetrievalRAG	CodeCode Available	5
HaLP: Hallucinating Latent Positives for Skeleton-based Self-Supervised Learning of Actions	Apr 1, 2023	Action RecognitionContrastive Learning	CodeCode Available	5
Learning to Prompt Knowledge Transfer for Open-World Continual Learning	Dec 22, 2023	Continual LearningTransfer Learning	CodeCode Available	5
Can a powerful neural network be a teacher for a weaker neural network?	May 1, 2020	Transfer Learning	CodeCode Available	5
HANA: A HAndwritten NAme Database for Offline Handwritten Text Recognition	Jan 22, 2021	Handwritten Text RecognitionTransfer Learning	CodeCode Available	5
Advancing Adversarial Suffix Transfer Learning on Aligned Large Language Models	Aug 27, 2024	Red TeamingTransfer Learning	CodeCode Available	5
HierarchicalContrast: A Coarse-to-Fine Contrastive Learning Framework for Cross-Domain Zero-Shot Slot Filling	Oct 13, 2023	Contrastive Learningslot-filling	CodeCode Available	5
Guided Transfer Learning	Mar 26, 2023	Transfer Learning	CodeCode Available	5
GVdoc: Graph-based Visual Document Classification	May 26, 2023	ClassificationDocument Classification	CodeCode Available	5
ARL2: Aligning Retrievers for Black-box Large Language Models via Self-guided Adaptive Relevance Labeling	Feb 21, 2024	MMLURetrieval	CodeCode Available	5
Learning unbiased zero-shot semantic segmentation networks via transductive transfer	Jul 1, 2020	AttributePrediction	CodeCode Available	5
Growing Neural Network with Shared Parameter	Jan 17, 2022	Transfer Learning	CodeCode Available	5
An Optimization Framework for Processing and Transfer Learning for the Brain Tumor Segmentation	Feb 10, 2024	Brain Tumor SegmentationImage Segmentation	CodeCode Available	5
GTNet: Generative Transfer Network for Zero-Shot Object Detection	Jan 19, 2020	Generative Adversarial NetworkObject	CodeCode Available	5
GYM at Qur’an QA 2023 Shared Task: Multi-Task Transfer Learning for Quranic Passage Retrieval and Question Answering with Large Language Models	Dec 7, 2023	Multi-Task LearningPassage Retrieval	CodeCode Available	5
Group-level Emotion Recognition using Transfer Learning from Face Identification	Sep 6, 2017	Emotion RecognitionFace Identification	CodeCode Available	5
Advances in deep learning methods for pavement surface crack detection and identification with visible light visual images	Dec 29, 2020	Feature EngineeringTransfer Learning	CodeCode Available	5
Hacking Task Confounder in Meta-Learning	Dec 10, 2023	Meta-LearningTransfer Learning	CodeCode Available	5

Show:10 25 50

← PrevPage 77 of 413Next →

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