SOTAVerified

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

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Showing 2601–2650 of 10307 papers

TitleStatusHype
Development of CNN Architectures using Transfer Learning Methods for Medical Image Classification—0
Bayesian Experience Reuse for Learning from Multiple Demonstrators—0
Bayesian Discovery of Multiple Bayesian Networks via Transfer Learning—0
An Automated Knowledge Mining and Document Classification System with Multi-model Transfer Learning—0
Bayesian adaptive learning to latent variables via Variational Bayes and Maximum a Posteriori—0
BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation—0
An Automated Deep Learning Approach for Bacterial Image Classification—0
Addressing Challenges in Data Quality and Model Generalization for Malaria Detection—0
An Audio-Video Deep and Transfer Learning Framework for Multimodal Emotion Recognition in the wild—0
A Comprehensive Evaluation Study on Risk Level Classification of Melanoma by Computer Vision on ISIC 2016-2020 Datasets—0
An Audio-Based Fault Diagnosis Method for Quadrotors Using Convolutional Neural Network and Transfer Learning—0
Basis Scaling and Double Pruning for Efficient Inference in Network-Based Transfer Learning—0
Addressing Asymmetry in Multilingual Neural Machine Translation with Fuzzy Task Clustering—0
Development and Comparison of Scoring Functions in Curriculum Learning—0
Development of a High Fidelity Simulator for Generalised Photometric Based Space Object Classification using Machine Learning—0
Development of Deep Transformer-Based Models for Long-Term Prediction of Transient Production of Oil Wells—0
Basic Level Categorization Facilitates Visual Object Recognition—0
Baselines for Reinforcement Learning in Text Games—0
An Attention-based Weakly Supervised framework for Spitzoid Melanocytic Lesion Diagnosis in WSI—0
BarlowTwins-CXR : Enhancing Chest X-Ray abnormality localization in heterogeneous data with cross-domain self-supervised learning—0
A bandit approach to curriculum generation for automatic speech recognition—0
Banana Sub-Family Classification and Quality Prediction using Computer Vision—0
Anomaly Detection in Images—0
Banana Ripeness Level Classification using a Simple CNN Model Trained with Real and Synthetic Datasets—0
BANANA at WNUT-2020 Task 2: Identifying COVID-19 Information on Twitter by Combining Deep Learning and Transfer Learning Models—0
Developing High Quality Training Samples for Deep Learning Based Local Climate Zone Classification in Korea—0
Developmental Bayesian Optimization of Black-Box with Visual Similarity-Based Transfer Learning—0
Balancing Exploration and Exploitation in LLM using Soft RLLF for Enhanced Negation Understanding—0
Balancing Data through Data Augmentation Improves the Generality of Transfer Learning for Diabetic Retinopathy Classification—0
Balancing Accuracy and Training Time in Federated Learning for Violence Detection in Surveillance Videos: A Study of Neural Network Architectures—0
Balanced Semi-Supervised Generative Adversarial Network for Damage Assessment from Low-Data Imbalanced-Class Regime—0
Anatomical Consistency Distillation and Inconsistency Synthesis for Brain Tumor Segmentation with Missing Modalities—0
Additional Positive Enables Better Representation Learning for Medical Images—0
Balanced Multi-modal Federated Learning via Cross-Modal Infiltration—0
Balanced Multi-Factor In-Context Learning for Multilingual Large Language Models—0
An Approach Towards Identifying Bangladeshi Leaf Diseases through Transfer Learning and XAI—0
Anaphoric Zero Pronoun Identification: A Multilingual Approach—0
Balanced Distribution Adaptation for Transfer Learning—0
Additional Look into GAN-based Augmentation for Deep Learning COVID-19 Image Classification—0
A Comprehensive Analysis of Information Leakage in Deep Transfer Learning—0
Developing efficient transfer learning strategies for robust scene recognition in mobile robotics using pre-trained convolutional neural networks—0
DeviceBERT: Applied Transfer Learning With Targeted Annotations and Vocabulary Enrichment to Identify Medical Device and Component Terminology in FDA Recall Summaries—0
Bailong: Bilingual Transfer Learning based on QLoRA and Zip-tie Embedding—0
An analytic theory of generalization dynamics and transfer learning in deep linear networks—0
BadPre: Task-agnostic Backdoor Attacks to Pre-trained NLP Foundation Models—0
An analysis of the transfer learning of convolutional neural networks for artistic images—0
Adding more data does not always help: A study in medical conversation summarization with PEGASUS—0
BactInt: A domain driven transfer learning approach and a corpus for extracting inter-bacterial interactions from biomedical text—0
Background-Foreground Segmentation for Interior Sensing in Automotive Industry—0
A Composite Fault Diagnosis Model for NPPs Based on Bayesian-EfficientNet Module—0
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All datasetsOffice-Home100 sleep nights of 8 caregiversBanglaLekha Isolated DatasetCOCO70KITTI Object Tracking Evaluation 2012Retinal Fundus MultiDisease Image Dataset (RFMiD)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1APCLIPAccuracy84.2—Unverified
2DFA-ENTAccuracy69.2—Unverified
3DFA-SAFNAccuracy69.1—Unverified
4EasyTLAccuracy63.3—Unverified
5MEDAAccuracy60.3—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN10-20% Mask PSNR3.23—Unverified
#ModelMetricClaimedVerifiedStatus
1Chatterjee, Dutta et al.[1]Accuracy96.12—Unverified
#ModelMetricClaimedVerifiedStatus
1Co-TuningAccuracy85.65—Unverified
#ModelMetricClaimedVerifiedStatus
1Physical AccessEER5.74—Unverified
#ModelMetricClaimedVerifiedStatus
1riadd.aucmediAUROC0.95—Unverified