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

Showing 72017250 of 10307 papers

TitleStatusHype
Universal Adaptive Control of Nonlinear Systems0
Towards Zero-Shot Knowledge Distillation for Natural Language Processing0
Advances in deep learning methods for pavement surface crack detection and identification with visible light visual imagesCode0
Screening COVID-19 Based on CT/CXR Images & Building a Publicly Available CT-scan Dataset of COVID-190
Comparison of different CNNs for breast tumor classification from ultrasound images0
PaXNet: Dental Caries Detection in Panoramic X-ray using Ensemble Transfer Learning and Capsule Classifier0
Ranking and Rejecting of Pre-Trained Deep Neural Networks in Transfer Learning based on Separation Index0
Towards a Universal Continuous Knowledge Base0
Evolutionary Gait Transfer of Multi-Legged Robots in Complex Terrains0
Cross-lingual Universal Dependency Parsing Only from One Monolingual Treebank0
Seed Phenotyping on Neural Networks using Domain Randomization and Transfer Learning0
Decentralized Federated Learning via Mutual Knowledge Transfer0
Diabetic Retinopathy Grading System Based on Transfer Learning0
A Review of Artificial Intelligence Technologies for Early Prediction of Alzheimer's Disease0
Objective Evaluation of Deep Uncertainty Predictions for COVID-19 Detection0
Adversarial Meta Sampling for Multilingual Low-Resource Speech Recognition0
MailLeak: Obfuscation-Robust Character Extraction Using Transfer Learning0
Flexible deep transfer learning by separate feature embeddings and manifold alignment0
Unboxing Engagement in YouTube Influencer Videos: An Attention-Based Approach0
Cross-Domain Latent Modulation for Variational Transfer Learning0
Knowledge Transfer Based Fine-grained Visual ClassificationCode0
Domain-adaptive Fall Detection Using Deep Adversarial Training0
Breaking Writer's Block: Low-cost Fine-tuning of Natural Language Generation Models0
Multimodal Transfer Learning-based Approaches for Retinal Vascular Segmentation0
Deep learning and high harmonic generation0
Exploring Fluent Query Reformulations with Text-to-Text Transformers and Reinforcement Learning0
Transfer Learning Based Automatic Model Creation Tool For Resource Constraint Devices0
Multi-Modal Depth Estimation Using Convolutional Neural Networks0
The effectiveness of unsupervised subword modeling with autoregressive and cross-lingual phone-aware networks0
SRoll3: A neural network approach to reduce large-scale systematic effects in the Planck High Frequency Instrument maps0
Multilingual Evidence Retrieval and Fact Verification to Combat Global Disinformation: The Power of PolyglotismCode0
Inexact-ADMM Based Federated Meta-Learning for Fast and Continual Edge Learning0
Transfer Learning Through Weighted Loss Function and Group Normalization for Vessel Segmentation from Retinal Images0
Wasserstein Contrastive Representation Distillation0
Learning Prediction Intervals for Model Performance0
Exploring Transfer Learning For End-to-End Spoken Language Understanding0
Deep Learning Based Classification of Unsegmented Phonocardiogram Spectrograms Leveraging Transfer Learning0
Cluster, Split, Fuse, and Update: Meta-Learning for Open Compound Domain Adaptive Semantic Segmentation0
Hypothesis Disparity Regularized Mutual Information Maximization0
Bayesian neural network with pretrained protein embedding enhances prediction accuracy of drug-protein interactionCode0
Decoupled Self Attention for Accurate One Stage Object DetectionCode0
DeepGamble: Towards unlocking real-time player intelligence using multi-layer instance segmentation and attribute detection0
InferCode: Self-Supervised Learning of Code Representations by Predicting Subtrees0
Warm Starting CMA-ES for Hyperparameter OptimizationCode0
Filtering DDoS Attacks from Unlabeled Network Traffic Data Using Online Deep Learning0
COVID-MTL: Multitask Learning with Shift3D and Random-weighted Loss for Automated Diagnosis and Severity Assessment of COVID-190
A Practical Approach towards Causality Mining in Clinical Text using Active Transfer Learning0
GDA-HIN: A Generalized Domain Adaptive Model across Heterogeneous Information Networks0
Large-Scale Generative Data-Free Distillation0
Distant Domain Transfer Learning for Medical Imaging0
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Benchmark Results

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