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 85768600 of 10307 papers

TitleStatusHype
Pay Attention to Convolution Filters: Towards Fast and Accurate Fine-Grained Transfer Learning0
Pay Attention to Features, Transfer Learn Faster CNNs0
Advancements in Road Lane Mapping: Comparative Fine-Tuning Analysis of Deep Learning-based Semantic Segmentation Methods Using Aerial Imagery0
PBNR: Prompt-based News Recommender System0
PCA-Initialized Deep Neural Networks Applied To Document Image Analysis0
PCAPVision: PCAP-Based High-Velocity and Large-Volume Network Failure Detection0
PCNN: Environment Adaptive Model Without Finetuning0
PCONet: A Convolutional Neural Network Architecture to Detect Polycystic Ovary Syndrome (PCOS) from Ovarian Ultrasound Images0
PDALN: Progressive Domain Adaptation over a Pre-trained Model for Low-Resource Cross-Domain Named Entity Recognition0
PDRL: Multi-Agent based Reinforcement Learning for Predictive Monitoring0
Peak-Controlled Logits Poisoning Attack in Federated Distillation0
Peer is Your Pillar: A Data-unbalanced Conditional GANs for Few-shot Image Generation0
PEMNET: A Transfer Learning-based Modeling Approach of High-Temperature Polymer Electrolyte Membrane Electrochemical Systems0
PEMP: Leveraging Physics Properties to Enhance Molecular Property Prediction0
PEMT: Multi-Task Correlation Guided Mixture-of-Experts Enables Parameter-Efficient Transfer Learning0
Subtask-dominated Transfer Learning for Long-tail Person Search0
Advanced wood species identification based on multiple anatomical sections and using deep feature transfer and fusion0
Advanced Lung Nodule Segmentation and Classification for Early Detection of Lung Cancer using SAM and Transfer Learning0
Percept, Chat, and then Adapt: Multimodal Knowledge Transfer of Foundation Models for Open-World Video Recognition0
Performance Embeddings: A Similarity-based Approach to Automatic Performance Optimization0
Performance Estimation of Synthesis Flows cross Technologies using LSTMs and Transfer Learning0
Performance Evaluation of Convolutional Neural Networks for Gait Recognition0
Advanced Deep Learning and Large Language Models: Comprehensive Insights for Cancer Detection0
Performance Evaluation of Image Enhancement Techniques on Transfer Learning for Touchless Fingerprint Recognition0
Performance Evaluation of Sentiment Analysis on Text and Emoji Data Using End-to-End, Transfer Learning, Distributed and Explainable AI Models0
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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