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 621630 of 10307 papers

TitleStatusHype
Universal Image Restoration Pre-training via Degradation ClassificationCode2
Explainable YOLO-Based Dyslexia Detection in Synthetic Handwriting Data0
In-Context Operator Learning for Linear Propagator Models0
Uni-Sign: Toward Unified Sign Language Understanding at ScaleCode2
Deep Learning-Powered Classification of Thoracic Diseases in Chest X-Rays0
Detection and Classification of Acute Lymphoblastic Leukemia Utilizing Deep Transfer Learning0
Neuronal and structural differentiation in the emergence of abstract rules in hierarchically modulated spiking neural networks0
Human Genome Book: Words, Sentences and ParagraphsCode0
Transfer Learning of Surrogate Models via Domain Affine Transformation Across Synthetic and Real-World Benchmarks0
On the Transfer of Knowledge in Quantum Algorithms0
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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