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 18211830 of 10307 papers

TitleStatusHype
Enhancing Action Recognition from Low-Quality Skeleton Data via Part-Level Knowledge Distillation0
Remote Sensing Image Enhancement through Spatiotemporal Filtering0
Transfer Learning Enhanced Single-choice Decision for Multi-choice Question Answering0
Toxicity Classification in Ukrainian0
Knowledge Transfer for Cross-Domain Reinforcement Learning: A Systematic Review0
2M-NER: Contrastive Learning for Multilingual and Multimodal NER with Language and Modal Fusion0
Federated Transfer Component Analysis Towards Effective VNF Profiling0
Causally Abstracted Multi-armed BanditsCode0
A Novel Spike Transformer Network for Depth Estimation from Event Cameras via Cross-modality Knowledge Distillation0
Comparison of self-supervised in-domain and supervised out-domain transfer learning for bird species recognition0
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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