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 29212930 of 10307 papers

TitleStatusHype
Multi-Task Pseudo-Label Learning for Non-Intrusive Speech Quality Assessment Model0
SimDA: Simple Diffusion Adapter for Efficient Video Generation0
Improving Buoy Detection with Deep Transfer Learning for Mussel Farm Automation0
On the Effectiveness of LayerNorm Tuning for Continual Learning in Vision TransformersCode0
Knowledge-inspired Subdomain Adaptation for Cross-Domain Knowledge Transfer0
Multi-fidelity Fourier Neural Operator for Fast Modeling of Large-Scale Geological Carbon StorageCode0
STEM: Unleashing the Power of Embeddings for Multi-task RecommendationCode1
PEvoLM: Protein Sequence Evolutionary Information Language ModelCode1
Sarcasm Detection in a Disaster ContextCode0
S2R: Exploring a Double-Win Transformer-Based Framework for Ideal and Blind Super-ResolutionCode0
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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