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 35013510 of 10307 papers

TitleStatusHype
A Generative Framework for Low-Cost Result Validation of Machine Learning-as-a-Service InferenceCode0
Learning from Similar Linear Representations: Adaptivity, Minimaxity, and RobustnessCode0
Cross-Cultural Transfer Learning for Chinese Offensive Language Detection0
LaCViT: A Label-aware Contrastive Fine-tuning Framework for Vision TransformersCode0
HybridCVLNet: A Hybrid CSI Feedback System and its Domain Adaptation0
oBERTa: Improving Sparse Transfer Learning via improved initialization, distillation, and pruning regimes0
Gaze-based Attention Recognition for Human-Robot Collaboration0
Decomposed Cross-modal Distillation for RGB-based Temporal Action Detection0
Towards Understanding the Effect of Pretraining Label Granularity0
Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ SegmentationCode1
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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