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 43014310 of 10307 papers

TitleStatusHype
The SpeakIn Speaker Verification System for Far-Field Speaker Verification Challenge 20220
On Efficient Reinforcement Learning for Full-length Game of StarCraft IICode2
COVID-19 Detection and Analysis From Lung CT Images using Novel Channel Boosted CNNs0
Joint PMD Tracking and Nonlinearity Compensation with Deep Neural Networks0
Extreme Multi-Domain, Multi-Task Learning With Unified Text-to-Text Transfer TransformersCode0
One-to-Many Semantic Communication Systems: Design, Implementation, Performance Evaluation0
CoV-TI-Net: Transferred Initialization with Modified End Layer for COVID-19 DiagnosisCode1
Cardiac Segmentation using Transfer Learning under Respiratory Motion Artifacts0
Generalisability of fetal ultrasound deep learning models to low-resource imaging settings in five African countries0
Towards Task-Prioritized Policy Composition0
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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