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 241250 of 10307 papers

TitleStatusHype
Cross-Domain Knowledge Transfer for Underwater Acoustic Classification Using Pre-trained ModelsCode1
MaPPER: Multimodal Prior-guided Parameter Efficient Tuning for Referring Expression ComprehensionCode1
Development and bilingual evaluation of Japanese medical large language model within reasonably low computational resourcesCode1
Data Efficient Child-Adult Speaker Diarization with Simulated ConversationsCode1
SimMAT: Exploring Transferability from Vision Foundation Models to Any Image ModalityCode1
Efficient Training of Large Vision Models via Advanced Automated Progressive LearningCode1
AnyMatch -- Efficient Zero-Shot Entity Matching with a Small Language ModelCode1
MARS: Matching Attribute-aware Representations for Text-based Sequential RecommendationCode1
Aligning Medical Images with General Knowledge from Large Language ModelsCode1
Contrastive Learning with Synthetic PositivesCode1
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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