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 35813590 of 10307 papers

TitleStatusHype
Semantics Distortion and Style Matter: Towards Source-free UDA for Panoramic Segmentation0
Evaluating Transferability in Retrieval Tasks: An Approach Using MMD and Kernel Methods0
Cross-Dimension Affinity Distillation for 3D EM Neuron SegmentationCode0
Structured Model Probing: Empowering Efficient Transfer Learning by Structured Regularization0
Balanced Multi-modal Federated Learning via Cross-Modal Infiltration0
FedLED: Label-Free Equipment Fault Diagnosis with Vertical Federated Transfer Learning0
OmniDialog: An Omnipotent Pre-training Model for Task-Oriented Dialogue System0
Multimodal Sentiment Analysis with Missing Modality: A Knowledge-Transfer Approach0
Transfer and Alignment Network for Generalized Category DiscoveryCode0
An Integrated Imitation and Reinforcement Learning Methodology for Robust Agile Aircraft Control with Limited Pilot Demonstration Data0
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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