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 27312740 of 10307 papers

TitleStatusHype
fairseq S2T: Fast Speech-to-Text Modeling with fairseqCode0
Learning Hyperparameters via a Data-Emphasized Variational ObjectiveCode0
Fair Generative Models via Transfer LearningCode0
E-Sort: Empowering End-to-end Neural Network for Multi-channel Spike Sorting with Transfer Learning and Fast Post-processingCode0
Fantastic Gains and Where to Find Them: On the Existence and Prospect of General Knowledge Transfer between Any Pretrained ModelCode0
Deep Neural Network Fingerprinting by Conferrable Adversarial ExamplesCode0
Fast deep learning correspondence for neuron tracking and identification in C.elegans using synthetic trainingCode0
Learning Single-View 3D Reconstruction with Limited Pose SupervisionCode0
An Analysis of the Influence of Transfer Learning When Measuring the Tortuosity of Blood VesselsCode0
Facilitating the sharing of electrophysiology data analysis results through in-depth provenance captureCode0
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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