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 38113820 of 10307 papers

TitleStatusHype
Reduced Deep Convolutional Activation Features (R-DeCAF) in Histopathology Images to Improve the Classification Performance for Breast Cancer Diagnosis0
Event Camera Data Pre-training0
L-HYDRA: Multi-Head Physics-Informed Neural NetworksCode0
ANNA: Abstractive Text-to-Image Synthesis with Filtered News CaptionsCode0
A Survey on Deep Industrial Transfer Learning in Fault Prognostics0
Transfer Learning for Classification of Alzheimer's Disease Based on Genome Wide Data0
Language Models are Drummers: Drum Composition with Natural Language Pre-TrainingCode1
Holistic Multi-Slice Framework for Dynamic Simultaneous Multi-Slice MRI Reconstruction0
Finding the Most Transferable Tasks for Brain Image Segmentation0
Transfer Generative Adversarial Networks (T-GAN)-based Terahertz Channel Modeling0
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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