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 30513060 of 10307 papers

TitleStatusHype
Deep-Learning-Based Markerless Pose Estimation Systems in Gait Analysis: DeepLabCut Custom Training and the Refinement Function0
An Analysis of Semantically-Aligned Speech-Text Embeddings0
EEG-NeXt: A Modernized ConvNet for The Classification of Cognitive Activity from EEG0
A New Mask R-CNN Based Method for Improved Landslide Detection0
A New Method for Vehicle Logo Recognition Based on Swin Transformer0
Distilling Generative-Discriminative Representations for Very Low-Resolution Face Recognition0
Automating the Surveillance of Mosquito Vectors from Trapped Specimens Using Computer Vision Techniques0
Blockchain as an Enabler for Transfer Learning in Smart Environments0
Block Toeplitz Sparse Precision Matrix Estimation for Large-Scale Interval-Valued Time Series Forecasting0
Deep Learning-Based Image Kernel for Inductive Transfer0
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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