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 46414650 of 10307 papers

TitleStatusHype
Residual-based physics-informed transfer learning: A hybrid method for accelerating long-term CFD simulations via deep learning0
Evaluating histopathology transfer learning with ChampKitCode1
Semantic-Discriminative Mixup for Generalizable Sensor-based Cross-domain Activity Recognition0
Quantitative Imaging Principles Improves Medical Image LearningCode0
LST: Ladder Side-Tuning for Parameter and Memory Efficient Transfer LearningCode2
The Modality Focusing Hypothesis: Towards Understanding Crossmodal Knowledge DistillationCode1
TransRec: Learning Transferable Recommendation from Mixture-of-Modality Feedback0
Anomaly Detection and Inter-Sensor Transfer Learning on Smart Manufacturing Datasets0
DeepEmotex: Classifying Emotion in Text Messages using Deep Transfer Learning0
Modeling Generalized Specialist Approach To Train Quality Resilient Snapshot EnsembleCode0
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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