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
Learn and Transfer Knowledge of Preferred Assistance Strategies in Semi-autonomous Telemanipulation0
Synthetic Data Can Also Teach: Synthesizing Effective Data for Unsupervised Visual Representation Learning0
Learn Dynamic-Aware State Embedding for Transfer Learning0
Learned 3D Shape Representations Using Fused Geometrically Augmented Images: Application to Facial Expression and Action Unit Detection0
Assessment of Breast Cancer Histology using Densely Connected Convolutional Networks0
Assessment of deep learning based blood pressure prediction from PPG and rPPG signals0
Learn Faster and Forget Slower via Fast and Stable Task Adaptation0
Learn from Balance: Rectifying Knowledge Transfer for Long-Tailed Scenarios0
Learn From the Past: Experience Ensemble Knowledge Distillation0
Learning 3D Robotics Perception using Inductive Priors0
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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