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 56015650 of 10307 papers

TitleStatusHype
Beyond Fine-tuning: Few-Sample Sentence Embedding Transfer0
Simple yet Effective Code-Switching Language Identification with Multitask Pre-Training and Transfer Learning0
Sim-to-Real Optimization of Complex Real World Mobile Network with Imperfect Information via Deep Reinforcement Learning from Self-play0
Sim-to-Real Transfer in Multi-agent Reinforcement Networking for Federated Edge Computing0
Sim-to-Real Transfer Learning using Robustified Controllers in Robotic Tasks involving Complex Dynamics0
Simultaneously Evolving Deep Reinforcement Learning Models using Multifactorial Optimization0
SINAI at SemEval-2020 Task 12: Offensive Language Identification Exploring Transfer Learning Models0
SINAI-DL at SemEval-2019 Task 7: Data Augmentation and Temporal Expressions0
SingIt! Singer Voice Transformation0
Single Image Action Recognition by Predicting Space-Time Saliency0
Size doesn't matter: predicting physico- or biochemical properties based on dozens of molecules0
Size Independent Neural Transfer for RDDL Planning0
SkeleTR: Towards Skeleton-based Action Recognition in the Wild0
SkeleTR: Towrads Skeleton-based Action Recognition in the Wild0
Sketch-a-Classifier: Sketch-based Photo Classifier Generation0
Skilful Precipitation Nowcasting Using NowcastNet0
Skill Transfer in Deep Reinforcement Learning under Morphological Heterogeneity0
Skin Cancer Classification using Inception Network and Transfer Learning0
Skin Cancer Images Classification using Transfer Learning Techniques0
Skin cancer reorganization and classification with deep neural network0
Skin Disease Detection and Classification of Actinic Keratosis and Psoriasis Utilizing Deep Transfer Learning0
Skin Lesion Analyser: An Efficient Seven-Way Multi-Class Skin Cancer Classification Using MobileNet0
SKoPe3D: A Synthetic Dataset for Vehicle Keypoint Perception in 3D from Traffic Monitoring Cameras0
SLABERT Talk Pretty One Day: Modeling Second Language Acquisition with BERT0
Slash or burn: Power line and vegetation classification for wildfire prevention0
Sleep Position Classification using Transfer Learning for Bed-based Pressure Sensors0
SleepPPG-Net: a deep learning algorithm for robust sleep staging from continuous photoplethysmography0
SLoRA: Federated Parameter Efficient Fine-Tuning of Language Models0
Small Object Detection: A Comprehensive Survey on Challenges, Techniques and Real-World Applications0
Småprat: DialoGPT for Natural Language Generation of Swedish Dialogue by Transfer Learning0
Smart Augmentation - Learning an Optimal Data Augmentation Strategy0
Smart City Development with Urban Transfer Learning0
SmartFPS: Neural Network based Wireless-inertial fusion positioning system0
Smart Irrigation IoT Solution using Transfer Learning for Neural Networks0
Smart Knowledge Transfer using Google-like Search0
Smartphone App Usage Prediction Using Points of Interest0
Smartphone-Based Test and Predictive Models for Rapid, Non-Invasive, and Point-of-Care Monitoring of Ocular and Cardiovascular Complications Related to Diabetes0
SMC Faster R-CNN: Toward a scene-specialized multi-object detector0
SMC-UDA: Structure-Modal Constraint for Unsupervised Cross-Domain Renal Segmentation0
Smile, Be Happy :) Emoji Embedding for Visual Sentiment Analysis0
Smile detection in the wild based on transfer learning0
SMILE: Self-Distilled MIxup for Efficient Transfer LEarning0
Smoothing Adversarial Domain Attack and P-Memory Reconsolidation for Cross-Domain Person Re-Identification0
Smoothness Adaptive Hypothesis Transfer Learning0
sMRI-PatchNet: A novel explainable patch-based deep learning network for Alzheimer's disease diagnosis and discriminative atrophy localisation with Structural MRI0
SNN: Stacked Neural Networks0
CrAFT: Compression-Aware Fine-Tuning for Efficient Visual Task Adaptation0
SOAC: The Soft Option Actor-Critic Architecture0
SoccerKDNet: A Knowledge Distillation Framework for Action Recognition in Soccer Videos0
Social IQa: Commonsense Reasoning about Social Interactions0
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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