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 34213430 of 10307 papers

TitleStatusHype
Visual DNA: Representing and Comparing Images using Distributions of Neuron Activations0
Learning to Plan with Natural LanguageCode0
Decouple Non-parametric Knowledge Distillation For End-to-end Speech Translation0
SCoDA: Domain Adaptive Shape Completion for Real ScansCode1
Text2Seg: Remote Sensing Image Semantic Segmentation via Text-Guided Visual Foundation ModelsCode1
Improving Speech Translation by Cross-Modal Multi-Grained Contrastive Learning0
Independent Feature Decomposition and Instance Alignment for Unsupervised Domain AdaptationCode0
Domain Adaptable Self-supervised Representation Learning on Remote Sensing Satellite ImageryCode0
Deep transfer learning for intrusion detection in industrial control networks: A comprehensive review0
Analyzing the Domain Shift Immunity of Deep Homography EstimationCode0
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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