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 57515800 of 10307 papers

TitleStatusHype
Real-Time and Robust 3D Object Detection Within Road-Side LiDARs Using Domain Adaptation0
Domain Adaptation for Sparse-Data Settings: What Do We Gain by Not Using Bert?0
CycDA: Unsupervised Cycle Domain Adaptation from Image to VideoCode0
Kernel Modulation: A Parameter-Efficient Method for Training Convolutional Neural Networks0
Enabling hand gesture customization on wrist-worn devices0
Transfer Learning Framework for Low-Resource Text-to-Speech using a Large-Scale Unlabeled Speech Corpus0
Using Domain Knowledge for Low Resource Named Entity Recognition0
Towards Transferable Speech Emotion Representation: On loss functions for cross-lingual latent representations0
A Framework of Meta Functional Learning for Regularising Knowledge Transfer0
Recent Few-Shot Object Detection Algorithms: A Survey with Performance Comparison0
Benchmarking Algorithms for Automatic License Plate Recognition0
Medicinal Boxes Recognition on a Deep Transfer Learning Augmented Reality Mobile Application0
Transfer of codebook latent factors for cross-domain recommendation with non-overlapping data0
Interpretation of Chest x-rays affected by bullets using deep transfer learning0
Semi-supervised machine learning model for analysis of nanowire morphologies from transmission electron microscopy imagesCode0
Digital Fingerprinting of Microstructures0
Learning Losses for Strategic Classification0
Facial Action Unit Recognition Based on Transfer Learning0
A Comparative Evaluation Of Transformer Models For De-Identification Of Clinical Text Data0
Can Unsupervised Knowledge Transfer from Social Discussions Help Argument Mining?Code0
A Two-Stage Federated Transfer Learning Framework in Medical Images Classification on Limited Data: A COVID-19 Case Study0
Visuo-Haptic Object Perception for Robots: An Overview0
A Computational Approach to Understand Mental Health from Reddit: Knowledge-aware Multitask Learning Framework0
Feature Distribution Matching for Federated Domain GeneralizationCode0
A Locally Adaptive Algorithm for Multiple Testing with Network Structure0
Mask Usage Recognition using Vision Transformer with Transfer Learning and Data Augmentation0
A Text-to-Speech Pipeline, Evaluation Methodology, and Initial Fine-Tuning Results for Child Speech Synthesis0
Deep Learning based Intelligent Coin-tap Test for Defect RecognitionCode0
simCrossTrans: A Simple Cross-Modality Transfer Learning for Object Detection with ConvNets or Vision TransformersCode0
A Study on Robustness to Perturbations for Representations of Environmental Sound0
Towards 3D Scene Understanding by Referring Synthetic Models0
Transferable Class-Modelling for Decentralized Source Attribution of GAN-Generated ImagesCode0
A Closer Look at Knowledge Distillation with Features, Logits, and Gradients0
AdaVocoder: Adaptive Vocoder for Custom Voice0
Multi-Modal Masked Pre-Training for Monocular Panoramic Depth CompletionCode0
Analysis and Adaptation of YOLOv4 for Object Detection in Aerial Images0
Performance of Deep Learning models with transfer learning for multiple-step-ahead forecasts in monthly time series0
Feature-informed Latent Space Regularization for Music Source Separation0
POSTER: Diagnosis of COVID-19 through Transfer Learning Techniques on CT Scans: A Comparison of Deep Learning Models0
Semantic-diversity transfer network for generalized zero-shot learning via inner disagreement based OOD detector0
Image Super-Resolution With Deep Variational Autoencoders0
Triangular Transfer: Freezing the Pivot for Triangular Machine Translation0
Transfer learning for cross-modal demand prediction of bike-share and public transit0
Transforming Sequence Tagging Into A Seq2Seq Task0
CtlGAN: Few-shot Artistic Portraits Generation with Contrastive Transfer Learning0
Object discovery and representation networksCode0
Continuous Detection, Rapidly React: Unseen Rumors Detection based on Continual Prompt-TuningCode0
Bures Joint Distribution Alignment with Dynamic Margin for Unsupervised Domain Adaptation0
Leveraging Visual Knowledge in Language Tasks: An Empirical Study on Intermediate Pre-training for Cross-modal Knowledge Transfer0
Deep Transfer Learning with Graph Neural Network for Sensor-Based Human Activity Recognition0
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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