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 10911100 of 10307 papers

TitleStatusHype
3D Point Cloud Registration with Multi-Scale Architecture and Unsupervised Transfer LearningCode1
Learning Part Segmentation through Unsupervised Domain Adaptation from Synthetic VehiclesCode1
OTCE: A Transferability Metric for Cross-Domain Cross-Task RepresentationsCode1
UNICORN on RAINBOW: A Universal Commonsense Reasoning Model on a New Multitask BenchmarkCode1
An Empirical Analysis of Image-Based Learning Techniques for Malware ClassificationCode1
Scaling Local Self-Attention for Parameter Efficient Visual BackbonesCode1
MasakhaNER: Named Entity Recognition for African LanguagesCode1
Intra-Inter Camera Similarity for Unsupervised Person Re-IdentificationCode1
Efficient Visual Pretraining with Contrastive DetectionCode1
Interpretable Deep Learning for the Remote Characterisation of Ambulation in Multiple Sclerosis using SmartphonesCode1
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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