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 13011310 of 10307 papers

TitleStatusHype
AVocaDo: Strategy for Adapting Vocabulary to Downstream DomainCode1
Mini but Mighty: Finetuning ViTs with Mini AdaptersCode1
Fix the Noise: Disentangling Source Feature for Controllable Domain TranslationCode1
Unified Domain Adaptive Semantic SegmentationCode1
Florence-2: Advancing a Unified Representation for a Variety of Vision TasksCode1
Automatic identification of segmentation errors for radiotherapy using geometric learningCode1
Data Efficient Child-Adult Speaker Diarization with Simulated ConversationsCode1
Mixing Up Contrastive Learning: Self-Supervised Representation Learning for Time SeriesCode1
MixSpeech: Cross-Modality Self-Learning with Audio-Visual Stream Mixup for Visual Speech Translation and RecognitionCode1
Avatar Knowledge Distillation: Self-ensemble Teacher Paradigm with UncertaintyCode1
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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