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 31913200 of 10307 papers

TitleStatusHype
MergeNet: Knowledge Migration across Heterogeneous Models, Tasks, and Modalities0
Transfer Learning for Molecular Property Predictions from Small Data SetsCode0
Federated Transfer Learning with Task Personalization for Condition Monitoring in Ultrasonic Metal Welding0
Explainable AI for Fair Sepsis Mortality Predictive Model0
KATO: Knowledge Alignment and Transfer for Transistor Sizing of Different Design and Technology0
Cross-Modal Adapter: Parameter-Efficient Transfer Learning Approach for Vision-Language Models0
sEMG-based Fine-grained Gesture Recognition via Improved LightGBM Model0
Understanding Optimal Feature Transfer via a Fine-Grained Bias-Variance Analysis0
Feature Corrective Transfer Learning: End-to-End Solutions to Object Detection in Non-Ideal Visual Conditions0
GenFighter: A Generative and Evolutive Textual Attack Removal0
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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