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 14311440 of 10307 papers

TitleStatusHype
Rethinking Visual Content Refinement in Low-Shot CLIP AdaptationCode1
Enhancing Graph Neural Networks with Limited Labeled Data by Actively Distilling Knowledge from Large Language Models0
Dyn-Adapter: Towards Disentangled Representation for Efficient Visual Recognition0
An Attention-based Representation Distillation Baseline for Multi-Label Continual LearningCode0
Straightforward Layer-wise Pruning for More Efficient Visual AdaptationCode0
Vision-Based Power Line Cables and Pylons Detection for Low Flying Aircraft0
Semi-Supervised Contrastive Learning of Musical RepresentationsCode1
Are We Ready for Out-of-Distribution Detection in Digital Pathology?0
MO-EMT-NAS: Multi-Objective Continuous Transfer of Architectural Knowledge Between Tasks from Different Datasets0
A Scalable and Generalized Deep Learning Framework for Anomaly Detection in Surveillance Videos0
Show:102550
← PrevPage 144 of 1031Next →

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