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 25812590 of 10307 papers

TitleStatusHype
A Comprehensive Study of ImageNet Pre-Training for Historical Document Image Analysis0
A Bayesian Approach to (Online) Transfer Learning: Theory and Algorithms0
Designing Category-Level Attributes for Discriminative Visual Recognition0
Detecting and Extracting of Adverse Drug Reaction Mentioning Tweets with Multi-Head Self Attention0
Detection and Classification of Acute Lymphoblastic Leukemia Utilizing Deep Transfer Learning0
DetOFA: Efficient Training of Once-for-All Networks for Object Detection Using Path Filter0
A Base Model Selection Methodology for Efficient Fine-Tuning0
Addressing Dynamic and Sparse Qualitative Data: A Hilbert Space Embedding of Categorical Variables0
Dependable Intrusion Detection System for IoT: A Deep Transfer Learning-based Approach0
Bayesian multi-domain learning for cancer subtype discovery from next-generation sequencing count data0
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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