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 35013510 of 10307 papers

TitleStatusHype
Concrete Surface Crack Detection with Convolutional-based Deep Learning Models0
CON: Continual Object Navigation via Data-Free Inter-Agent Knowledge Transfer in Unseen and Unfamiliar Places0
A Situated Dialogue System for Learning Structural Concepts in Blocks World0
A General Multi-Task Learning Framework to Leverage Text Data for Speech to Text Tasks0
Covariate-Elaborated Robust Partial Information Transfer with Conditional Spike-and-Slab Prior0
Conceptual Expansion Neural Architecture Search (CENAS)0
Concept Transfer Learning for Adaptive Language Understanding0
A Simple yet Effective Joint Training Method for Cross-Lingual Universal Dependency Parsing0
A General Multiple Data Augmentation Based Framework for Training Deep Neural Networks0
Adaptation and Re-Identification Network: An Unsupervised Deep Transfer Learning Approach to Person Re-Identification0
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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