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 24812490 of 10307 papers

TitleStatusHype
Beyond Flatland: Pre-training with a Strong 3D Inductive Bias0
An Empirical Study on Measuring the Similarity of Sentential Arguments with Language Model Domain Adaptation0
Deep Transfer Learning Based Intrusion Detection System for Electric Vehicular Networks0
Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations0
Beyond Fine Tuning: A Modular Approach to Learning on Small Data0
Beyond Efficiency: Molecular Data Pruning for Enhanced Generalization0
A Deep Learning Approach for Real-Time 3D Human Action Recognition from Skeletal Data0
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities0
BEV-Seg: Bird's Eye View Semantic Segmentation Using Geometry and Semantic Point Cloud0
Between-Domain Instance Transition Via the Process of Gibbs Sampling in RBM0
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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