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
Adapted Deep Embeddings: A Synthesis of Methods for k-Shot Inductive Transfer LearningCode0
Adversarial Data Programming: Using GANs to Relax the Bottleneck of Curated Labeled DataCode0
A Neural Network based Framework for Effective Laparoscopic Video Quality AssessmentCode0
Enhancing Dataset Distillation via Non-Critical Region RefinementCode0
Enhancing Transformers with Gradient Boosted Decision Trees for NLI Fine-TuningCode0
Tigrinya Neural Machine Translation with Transfer Learning for Humanitarian ResponseCode0
Content-Based Landmark Retrieval Combining Global and Local Features using Siamese Neural NetworksCode0
Emulating Brain-like Rapid Learning in Neuromorphic Edge ComputingCode0
Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum LearningCode0
Empower Sequence Labeling with Task-Aware Neural Language ModelCode0
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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