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 47014710 of 10307 papers

TitleStatusHype
A Study on Bootstrapping Bilingual Vector Spaces from Non-Parallel Data (and Nothing Else)0
Learning Gait Representation from Massive Unlabelled Walking Videos: A Benchmark0
A study on Deep Convolutional Neural Networks, Transfer Learning and Ensemble Model for Breast Cancer Detection0
A Study on Representation Transfer for Few-Shot Learning0
Learning Graphs for Knowledge Transfer With Limited Labels0
Learning Hierarchical Polynomials of Multiple Nonlinear Features with Three-Layer Networks0
Learning Hierarchical Teaching Policies for Cooperative Agents0
A Study on Robustness to Perturbations for Representations of Environmental Sound0
Learning Image Embeddings using Convolutional Neural Networks for Improved Multi-Modal Semantics0
Learning Image Representations by Completing Damaged Jigsaw Puzzles0
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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