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 14711480 of 10307 papers

TitleStatusHype
How to Make Cross Encoder a Good Teacher for Efficient Image-Text Retrieval?0
Reprogramming Distillation for Medical Foundation ModelsCode0
Robust and Explainable Framework to Address Data Scarcity in Diagnostic Imaging0
Parameter-Efficient and Memory-Efficient Tuning for Vision Transformer: A Disentangled ApproachCode0
CrowdTransfer: Enabling Crowd Knowledge Transfer in AIoT Community0
Rethinking Image-to-Video Adaptation: An Object-centric Perspective0
Spanish TrOCR: Leveraging Transfer Learning for Language AdaptationCode0
Multi-Fidelity Bayesian Neural Network for Uncertainty Quantification in Transonic Aerodynamic Loads0
Transfer or Self-Supervised? Bridging the Performance Gap in Medical Imaging0
Multi-Label Plant Species Classification with Self-Supervised Vision TransformersCode1
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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