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 40214030 of 10307 papers

TitleStatusHype
CLCE: An Approach to Refining Cross-Entropy and Contrastive Learning for Optimized Learning Fusion0
Few-shot Adaptive Object Detection with Cross-Domain CutMix0
A Privacy-Preserving Framework with Multi-Modal Data for Cross-Domain Recommendation0
Adverse Drug Reaction Detection in Twitter Using RoBERTa and Rules0
Eva-KELLM: A New Benchmark for Evaluating Knowledge Editing of LLMs0
Class Subset Selection for Transfer Learning using Submodularity0
\'Etude de l'apprentissage par transfert de syst\`emes de traduction automatique neuronaux (Study on transfer learning in neural machine translation )0
Few-shot Classification via Ensemble Learning with Multi-Order Statistics0
FEW SHOT CROP MAPPING USING TRANSFORMERS AND TRANSFER LEARNING WITH SENTINEL-2 TIME SERIES: CASE OF KAIROUAN TUNISIA0
Class-Specific Data Augmentation: Bridging the Imbalance in Multiclass Breast Cancer Classification0
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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