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 57015750 of 10307 papers

TitleStatusHype
AfriWOZ: Corpus for Exploiting Cross-Lingual Transferability for Generation of Dialogues in Low-Resource, African Languages0
Wound Severity Classification using Deep Neural Network0
STRATA: Word Boundaries & Phoneme Recognition From Continuous Urdu Speech using Transfer Learning, Attention, & Data Augmentation0
Few-Shot Transfer Learning to improve Chest X-Ray pathology detection using limited tripletsCode0
Transfer Learning for Instance Segmentation of Waste Bottles using Mask R-CNN Algorithm0
OmniPD: One-Step Person Detection in Top-View Omnidirectional Indoor Scenes0
Robotic and Generative Adversarial Attacks in Offline Writer-independent Signature Verification0
Dynamic Schema Graph Fusion Network for Multi-Domain Dialogue State Tracking0
Dialogue Strategy Adaptation to New Action Sets Using Multi-dimensional Modelling0
A Simple Approach to Adversarial Robustness in Few-shot Image ClassificationCode0
Dependable Intrusion Detection System for IoT: A Deep Transfer Learning-based Approach0
Transfer Learning for Autonomous Chatter Detection in Machining0
Fake news detection using parallel BERT deep neural networks0
Segmenting across places: The need for fair transfer learning with satellite imagery0
A3CLNN: Spatial, Spectral and Multiscale Attention ConvLSTM Neural Network for Multisource Remote Sensing Data Classification0
IDPG: An Instance-Dependent Prompt Generation Method0
Does Robustness on ImageNet Transfer to Downstream Tasks?0
Blockchain as an Enabler for Transfer Learning in Smart Environments0
Marvelous Agglutinative Language Effect on Cross Lingual Transfer Learning0
MTI-Net: A Multi-Target Speech Intelligibility Prediction Model0
A Pathology-Based Machine Learning Method to Assist in Epithelial Dysplasia Diagnosis0
Pneumonia Detection in Chest X-Rays using Neural Networks0
Forecasting new diseases in low-data settings using transfer learningCode0
Implementing a Real-Time, YOLOv5 based Social Distancing Measuring System for Covid-190
EfficientCellSeg: Efficient Volumetric Cell Segmentation Using Context Aware PseudocoloringCode0
Banana Sub-Family Classification and Quality Prediction using Computer Vision0
Emotional Speech Recognition with Pre-trained Deep Visual ModelsCode0
A New Dataset for Topic-Based Paragraph Classification in Genocide-Related Court TranscriptsCode0
Deep transfer learning for system identification using long short-term memory neural networks0
Dimensionality Expansion of Load Monitoring Time Series and Transfer Learning for EMS0
A lightweight and accurate YOLO-like network for small target detection in Aerial Imagery0
Domain-Aware Contrastive Knowledge Transfer for Multi-domain Imbalanced Data0
An Analysis of Semantically-Aligned Speech-Text Embeddings0
Computer-Aided Extraction of Select MRI Markers of Cerebral Small Vessel Disease: A Systematic Review0
CDKT-FL: Cross-Device Knowledge Transfer using Proxy Dataset in Federated Learning0
Stuttgart Open Relay Degradation Dataset (SOReDD)0
SHiFT: An Efficient, Flexible Search Engine for Transfer LearningCode0
Anti-Spoofing Using Transfer Learning with Variational Information Bottleneck0
Towards Deep Industrial Transfer Learning: Clustering for Transfer Case Selection0
Deep Speech Based End-to-End Automated Speech Recognition (ASR) for Indian-English Accents0
In Rain or Shine: Understanding and Overcoming Dataset Bias for Improving Robustness Against Weather Corruptions for Autonomous Vehicles0
Autonomous crater detection on asteroids using a fully-convolutional neural network0
Knowledge distillation with error-correcting transfer learning for wind power prediction0
Diverse Preference Augmentation with Multiple Domains for Cold-start RecommendationsCode0
Proper Reuse of Image Classification Features Improves Object Detection0
Efficient Argument Structure Extraction with Transfer Learning and Active Learning0
Unified and Effective Ensemble Knowledge Distillation0
Scaling Language Model Size in Cross-Device Federated Learning0
A Temporal Learning Approach to Inpainting Endoscopic Specularities and Its effect on Image Correspondence0
Maze Learning using a Hyperdimensional Predictive Processing Cognitive Architecture0
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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