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 42314240 of 10307 papers

TitleStatusHype
A Model of Two Tales: Dual Transfer Learning Framework for Improved Long-tail Item Recommendation0
SAPT: A Shared Attention Framework for Parameter-Efficient Continual Learning of Large Language Models0
Dangerous Cloaking: Natural Trigger based Backdoor Attacks on Object Detectors in the Physical World0
Long-Tailed Learning Requires Feature Learning0
DaNetQA: a yes/no Question Answering Dataset for the Russian Language0
DA-Net: A Disentangled and Adaptive Network for Multi-Source Cross-Lingual Transfer Learning0
A Comparative Study of Open Source Computer Vision Models for Application on Small Data: The Case of CFRP Tape Laying0
A Conceptual Framework for Lifelong Learning0
DAML: Chinese Named Entity Recognition with a fusion method of data-augmentation and meta-learning0
A model is worth tens of thousands of examples0
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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