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 25612570 of 10307 papers

TitleStatusHype
Risk of Transfer Learning and its Applications in Finance0
Understanding Deep Representation Learning via Layerwise Feature Compression and DiscriminationCode0
TabRepo: A Large Scale Repository of Tabular Model Evaluations and its AutoML ApplicationsCode6
CDR-Adapter: Learning Adapters to Dig Out More Transferring Ability for Cross-Domain Recommendation Models0
What Makes Pre-Trained Visual Representations Successful for Robust Manipulation?0
Use of Deep Neural Networks for Uncertain Stress Functions with Extensions to Impact Mechanics0
Determination of droplet size from wide-angle light scattering image data using convolutional neural networks0
Robust Fine-Tuning of Vision-Language Models for Domain GeneralizationCode0
CheX-Nomaly: Segmenting Lung Abnormalities from Chest Radiographs using Machine Learning0
Capturing Local and Global Features in Medical Images by Using Ensemble CNN-Transformer0
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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