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 34513460 of 10307 papers

TitleStatusHype
Multiview Contrastive Learning for Unsupervised Domain Adaptation in Brain–Computer Interfaces0
Data Augmentation and Transfer Learning Approaches Applied to Facial Expressions Recognition0
Evaluation of Activated Sludge Settling Characteristics from Microscopy Images with Deep Convolutional Neural Networks and Transfer LearningCode0
How does Your RL Agent Explore? An Optimal Transport Analysis of Occupancy Measure Trajectories0
Multi-Hierarchical Surrogate Learning for Structural Dynamical Crash Simulations Using Graph Convolutional Neural Networks0
Subgraph Pooling: Tackling Negative Transfer on GraphsCode0
Few-Shot Object Detection with Sparse Context Transformers0
Bayesian Multi-Task Transfer Learning for Soft Prompt TuningCode0
Convolutional Neural Networks Towards Facial Skin Lesions Detection0
Enabling Multi-Agent Transfer Reinforcement Learning via Scenario Independent Representation0
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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