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 43914400 of 10307 papers

TitleStatusHype
Attention Option-Critic0
A Comparative Analysis Towards Melanoma Classification Using Transfer Learning by Analyzing Dermoscopic Images0
Homophily and missing links in citation networks0
On Transfer of Adversarial Robustness from Pretraining to Downstream Tasks0
Cross-modal Knowledge Transfer Learning as Graph Matching Based on Optimal Transport for ASR0
Crossmodal Knowledge Distillation with WordNet-Relaxed Text Embeddings for Robust Image Classification0
Attention module improves both performance and interpretability of 4D fMRI decoding neural network0
Cross-modality Knowledge Transfer for Prostate Segmentation from CT Scans0
Attention is All You Need to Optimize Wind Farm Operations and Maintenance0
A Many Objective Optimization Approach for Transfer Learning in EEG Classification0
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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