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 571580 of 10307 papers

TitleStatusHype
Complying with the EU AI Act: Innovations in Explainable and User-Centric Hand Gesture Recognition0
Transfer Risk Map: Mitigating Pixel-level Negative Transfer in Medical Segmentation0
LLM-USO: Large Language Model-based Universal Sizing Optimizer0
Self-Supervised Convolutional Audio Models are Flexible Acoustic Feature Learners: A Domain Specificity and Transfer-Learning StudyCode0
Beyond English: Evaluating Automated Measurement of Moral Foundations in Non-English Discourse with a Chinese Case StudyCode0
Multi-Domain Graph Foundation Models: Robust Knowledge Transfer via Topology Alignment0
Learning to Learn Weight Generation via Local Consistency Diffusion0
Preference VLM: Leveraging VLMs for Scalable Preference-Based Reinforcement Learning0
Geometric Framework for Cell Oversegmentation0
Learning Hyperparameters via a Data-Emphasized Variational ObjectiveCode0
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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