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 14811490 of 10307 papers

TitleStatusHype
Learning with Alignments: Tackling the Inter- and Intra-domain Shifts for Cross-multidomain Facial Expression RecognitionCode1
Transfer Learning with Self-Supervised Vision Transformers for Snake IdentificationCode0
HiDe-PET: Continual Learning via Hierarchical Decomposition of Parameter-Efficient TuningCode2
Federated Knowledge Transfer Fine-tuning Large Server Model with Resource-Constrained IoT Clients0
Recent Advancements and Challenges of Turkic Central Asian Language Processing0
CBM: Curriculum by MaskingCode0
Improving Knowledge Distillation in Transfer Learning with Layer-wise Learning Rates0
TokenVerse: Towards Unifying Speech and NLP Tasks via Transducer-based ASRCode0
Understanding the Role of Invariance in Transfer LearningCode0
Enhancing learning in spiking neural networks through neuronal heterogeneity and neuromodulatory signaling0
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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