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 30513060 of 10307 papers

TitleStatusHype
Daily Physical Activity Monitoring -- Adaptive Learning from Multi-source Motion Sensor Data0
From Macro to Micro: Boosting micro-expression recognition via pre-training on macro-expression videos0
Image-Text-Image Knowledge Transferring for Lifelong Person Re-Identification with Hybrid Clothing States0
Noisy Data Meets Privacy: Training Local Models with Post-Processed Remote Queries0
Generation of synthetic data using breast cancer dataset and classification with resnet180
A transfer learning framework for weak-to-strong generalization0
Uncovering cognitive taskonomy through transfer learning in masked autoencoder-based fMRI reconstruction0
SF-DQN: Provable Knowledge Transfer using Successor Feature for Deep Reinforcement Learning0
Disease-informed Adaptation of Vision-Language ModelsCode0
Detection and Positive Reconstruction of Cognitive Distortion sentences: Mandarin Dataset and Evaluation0
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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