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 961970 of 10307 papers

TitleStatusHype
Anomaly Detection of Defect using Energy of Point Pattern Features within Random Finite Set FrameworkCode1
Frozen Pretrained Transformers for Neural Sign Language TranslationCode1
Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion PerceptionCode1
Do Vision Transformers See Like Convolutional Neural Networks?Code1
How Hateful are Movies? A Study and Prediction on Movie SubtitlesCode1
AdapterHub Playground: Simple and Flexible Few-Shot Learning with AdaptersCode1
KITTI-CARLA: a KITTI-like dataset generated by CARLA SimulatorCode1
Multi-Target Adversarial Frameworks for Domain Adaptation in Semantic SegmentationCode1
On the Opportunities and Risks of Foundation ModelsCode1
Few-Sample Named Entity Recognition for Security Vulnerability Reports by Fine-Tuning Pre-Trained Language ModelsCode1
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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