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 941950 of 10307 papers

TitleStatusHype
Transfer Learning Based Multi-Objective Genetic Algorithm for Dynamic Community DetectionCode1
HSVA: Hierarchical Semantic-Visual Adaptation for Zero-Shot LearningCode1
PASS: An ImageNet replacement for self-supervised pretraining without humansCode1
AutoGCL: Automated Graph Contrastive Learning via Learnable View GeneratorsCode1
Beyond Semantic to Instance Segmentation: Weakly-Supervised Instance Segmentation via Semantic Knowledge Transfer and Self-RefinementCode1
AutoInit: Analytic Signal-Preserving Weight Initialization for Neural NetworksCode1
Seeking an Optimal Approach for Computer-Aided Pulmonary Embolism DetectionCode1
Does Pretraining for Summarization Require Knowledge Transfer?Code1
Zero-Shot Dialogue State Tracking via Cross-Task TransferCode1
Choquet Integral and Coalition Game-based Ensemble of Deep Learning Models for COVID-19 Screening from Chest X-ray ImagesCode1
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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