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 21212130 of 10307 papers

TitleStatusHype
Adversarial-Robust Transfer Learning for Medical Imaging via Domain Assimilation0
Task Specific Pretraining with Noisy Labels for Remote Sensing Image Segmentation0
StochCA: A Novel Approach for Exploiting Pretrained Models with Cross-AttentionCode0
VOLoc: Visual Place Recognition by Querying Compressed Lidar MapCode2
Emotion Classification in Short English Texts using Deep Learning Techniques0
MMW-Carry: Enhancing Carry Object Detection through Millimeter-Wave Radar-Camera Fusion0
PEMT: Multi-Task Correlation Guided Mixture-of-Experts Enables Parameter-Efficient Transfer Learning0
Artificial Bee Colony optimization of Deep Convolutional Neural Networks in the context of Biomedical Imaging0
Substrate Prediction for RiPP Biosynthetic Enzymes via Masked Language Modeling and Transfer LearningCode0
Which Model to Transfer? A Survey on Transferability Estimation0
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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