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 19711980 of 10307 papers

TitleStatusHype
Multimodal Bearing Fault Classification Under Variable Conditions: A 1D CNN with Transfer Learning0
Rewards-based image analysis in microscopy0
AUKT: Adaptive Uncertainty-Guided Knowledge Transfer with Conformal Prediction0
Separated Contrastive Learning for Matching in Cross-domain Recommendation with Curriculum Scheduling0
Joint Similarity Item Exploration and Overlapped User Guidance for Multi-Modal Cross-Domain Recommendation0
Recurrent Knowledge Identification and Fusion for Language Model Continual Learning0
Iterative Auto-Annotation for Scientific Named Entity Recognition Using BERT-Based Models0
Graph Attention Convolutional U-NET: A Semantic Segmentation Model for Identifying Flooded Areas0
CSTRL: Context-Driven Sequential Transfer Learning for Abstractive Radiology Report SummarizationCode0
TransMamba: Fast Universal Architecture Adaption from Transformers to Mamba0
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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