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 921930 of 10307 papers

TitleStatusHype
Attention-Based Deep Learning Framework for Human Activity Recognition with User AdaptationCode1
Mini but Mighty: Finetuning ViTs with Mini AdaptersCode1
AquilaMoE: Efficient Training for MoE Models with Scale-Up and Scale-Out StrategiesCode1
MISSRec: Pre-training and Transferring Multi-modal Interest-aware Sequence Representation for RecommendationCode1
A Study of Face Obfuscation in ImageNetCode1
AraT5: Text-to-Text Transformers for Arabic Language GenerationCode1
A Survey: Deep Learning for Hyperspectral Image Classification with Few Labeled SamplesCode1
A Realistic Evaluation of Semi-Supervised Learning for Fine-Grained ClassificationCode1
Deeply Coupled Cross-Modal Prompt LearningCode1
Uncovering the Connections Between Adversarial Transferability and Knowledge TransferabilityCode1
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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