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 40714080 of 10307 papers

TitleStatusHype
Rethinking the transfer learning for FCN based polyp segmentation in colonoscopyCode0
Transformers on Multilingual Clause-Level MorphologyCode0
Private Semi-supervised Knowledge Transfer for Deep Learning from Noisy Labels0
Overcoming Barriers to Skill Injection in Language Modeling: Case Study in ArithmeticCode0
Sky-image-based solar forecasting using deep learning with multi-location data: training models locally, globally or via transfer learning?Code2
Conditional Generative Models for Simulation of EMG During Naturalistic MovementsCode1
Could Giant Pretrained Image Models Extract Universal Representations?0
MuMIC -- Multimodal Embedding for Multi-label Image Classification with Tempered Sigmoid0
Phoneme Segmentation Using Self-Supervised Speech ModelsCode1
Low-Resource Music Genre Classification with Cross-Modal Neural Model ReprogrammingCode1
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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