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 15211530 of 10307 papers

TitleStatusHype
A New Knowledge Distillation Network for Incremental Few-Shot Surface Defect DetectionCode1
BlackVIP: Black-Box Visual Prompting for Robust Transfer LearningCode1
Progressive Training of A Two-Stage Framework for Video RestorationCode1
Promise:Prompt-driven 3D Medical Image Segmentation Using Pretrained Image Foundation ModelsCode1
Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion PerceptionCode1
Prompter: Zero-shot Adaptive Prefixes for Dialogue State Tracking Domain AdaptationCode1
QuantNet: Transferring Learning Across Systematic Trading StrategiesCode1
Prototypical Contrastive Learning of Unsupervised RepresentationsCode1
Extended Few-Shot Learning: Exploiting Existing Resources for Novel TasksCode1
Zero-shot Skeleton-based Action Recognition with Prototype-guided Feature AlignmentCode1
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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