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 37413750 of 10307 papers

TitleStatusHype
Paced-Curriculum Distillation with Prediction and Label Uncertainty for Image SegmentationCode1
An Empirical Study on the Transferability of Transformer Modules in Parameter-Efficient Fine-Tuning0
Local transfer learning from one data space to another0
Learning Universal Policies via Text-Guided Video Generation0
Dynamic Flows on Curved Space Generated by Labeled Data0
Supporting Safety Analysis of Image-processing DNNs through Clustering-based Approaches0
Mind the (optimality) Gap: A Gap-Aware Learning Rate Scheduler for Adversarial Nets0
Towards interpretable quantum machine learning via single-photon quantum walks0
Transfer Learning and Class Decomposition for Detecting the Cognitive Decline of Alzheimer Disease0
Knowledge Distillation Label Smoothing: Fact or Fallacy?0
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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