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 38313840 of 10307 papers

TitleStatusHype
CLIP is Almost All You Need: Towards Parameter-Efficient Scene Text Retrieval without OCR0
Exponential Moving Average of Weights in Deep Learning: Dynamics and Benefits0
Exposing Computer Generated Images by Using Deep Convolutional Neural Networks0
Exposing the limits of Zero-shot Cross-lingual Hate Speech Detection0
A Quantum Neural Network Transfer-Learning Model for Forecasting Problems with Continuous and Discrete Variables0
A fast general thermal simulation model based on MultiBranch Physics-Informed deep operator neural network0
Active Reinforcement Learning -- A Roadmap Towards Curious Classifier Systems for Self-Adaptation0
Extending Multilingual BERT to Low-Resource Languages0
Event Extraction in Basque: Typologically motivated Cross-Lingual Transfer-Learning Analysis0
EventDance: Unsupervised Source-free Cross-modal Adaptation for Event-based Object Recognition0
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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