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 43314340 of 10307 papers

TitleStatusHype
Heterogeneous domain adaptation: An unsupervised approach0
CST: Calibration Side-Tuning for Parameter and Memory Efficient Transfer Learning0
A Method for Building a Commonsense Inference Dataset based on Basic Events0
CSG0: Continual Urban Scene Generation with Zero Forgetting0
CSECU-DSG at WNUT-2020 Task 2: Exploiting Ensemble of Transfer Learning and Hand-crafted Features for Identification of Informative COVID-19 English Tweets0
Adaptive multi-channel event segmentation and feature extraction for monitoring health outcomes0
CrystalGPT: Enhancing system-to-system transferability in crystallization prediction and control using time-series-transformers0
Crude Oil-related Events Extraction and Processing: A Transfer Learning Approach0
CrowdTransfer: Enabling Crowd Knowledge Transfer in AIoT Community0
Crowd Sourcing based Active Learning Approach for Parking Sign Recognition0
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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