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 26712680 of 10307 papers

TitleStatusHype
Fast Solar Image Classification Using Deep Learning and its Importance for Automation in Solar PhysicsCode0
An Embarrassingly Simple Approach for Knowledge DistillationCode0
A comparison of small sample methods for Handshape RecognitionCode0
Fast Enhanced CT Metal Artifact Reduction using Data Domain Deep LearningCode0
Fast deep learning correspondence for neuron tracking and identification in C.elegans using synthetic trainingCode0
Knowledge Distillation with Reptile Meta-Learning for Pretrained Language Model CompressionCode0
Knowledge Grafting of Large Language ModelsCode0
Knowledge-Guided Multiview Deep Curriculum Learning for Elbow Fracture ClassificationCode0
A Common Semantic Space for Monolingual and Cross-Lingual Meta-EmbeddingsCode0
Two-Level Attention-based Fusion Learning for RGB-D Face RecognitionCode0
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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