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 801810 of 10307 papers

TitleStatusHype
Graph-Free Knowledge Distillation for Graph Neural NetworksCode1
Graphical Object Detection in Document ImagesCode1
Graphonomy: Universal Human Parsing via Graph Transfer LearningCode1
Graphonomy: Universal Image Parsing via Graph Reasoning and TransferCode1
Grounding Psychological Shape Space in Convolutional Neural NetworksCode1
GroupContrast: Semantic-aware Self-supervised Representation Learning for 3D UnderstandingCode1
BARThez: a Skilled Pretrained French Sequence-to-Sequence ModelCode1
Annealing-Based Label-Transfer Learning for Open World Object DetectionCode1
GuidedNet: Semi-Supervised Multi-Organ Segmentation via Labeled Data Guide Unlabeled DataCode1
Anonymization of labeled TOF-MRA images for brain vessel segmentation using generative adversarial networksCode1
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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