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 63516400 of 10307 papers

TitleStatusHype
HydroDeep -- A Knowledge Guided Deep Neural Network for Geo-Spatiotemporal Data Analysis0
Hyper Adversarial Tuning for Boosting Adversarial Robustness of Pretrained Large Vision Models0
Hyperbolic Category Discovery0
Hyperbolic Knowledge Transfer in Cross-Domain Recommendation System0
Hypergraph-enhanced Dual Semi-supervised Graph Classification0
Hypernetworks for Zero-shot Transfer in Reinforcement Learning0
Hyperparameter Transfer Learning through Surrogate Alignment for Efficient Deep Neural Network Training0
Hyperparameter Transfer Learning with Adaptive Complexity0
HyperPELT: Unified Parameter-Efficient Language Model Tuning for Both Language and Vision-and-Language Tasks0
Hyperspectral Image Restoration and Super-resolution with Physics-Aware Deep Learning for Biomedical Applications0
Hyperspectral Imaging Technology and Transfer Learning Utilized in Identification Haploid Maize Seeds0
HyperspectralMAE: The Hyperspectral Imagery Classification Model using Fourier-Encoded Dual-Branch Masked Autoencoder0
Hyperspectral Pixel Unmixing with Latent Dirichlet Variational Autoencoder0
Hypothesis Disparity Regularized Mutual Information Maximization0
Hypothesis Transfer in Bandits by Weighted Models0
Hypothesis Transfer Learning via Transformation Functions0
Hypothesis Transfer Learning with Surrogate Classification Losses: Generalization Bounds through Algorithmic Stability0
I2CKD : Intra- and Inter-Class Knowledge Distillation for Semantic Segmentation0
I2T2I: Learning Text to Image Synthesis with Textual Data Augmentation0
ICGNN: Graph Neural Network Enabled Scalable Beamforming for MISO Interference Channels0
iConFormer: Dynamic Parameter-Efficient Tuning with Input-Conditioned Adaptation0
Intelligent Model Update Strategy for Sequential Recommendation0
Identification of Cognitive Workload during Surgical Tasks with Multimodal Deep Learning0
Identification of pneumonia on chest x-ray images through machine learning0
Identification of Social-Media Platform of Videos through the Use of Shared Features0
Identifying disease-free chest X-ray images with deep transfer learning0
Identifying Individual Dogs in Social Media Images0
Identifying individual facial expressions by deconstructing a neural network0
Identifying Intention Posts in Discussion Forums0
Identifying Misinformation from Website Screenshots0
Identifying regions of interest in whole slide images of renal cell carcinoma0
Identifying Suitable Tasks for Inductive Transfer Through the Analysis of Feature Attributions0
Identifying Transferable Information Across Domains for Cross-domain Sentiment Classification0
IDPG: An Instance-Dependent Prompt Generation Method0
IDPG: An Instance-Dependent Prompt Generation Method0
"I'd rather just go to bed": Understanding Indirect Answers0
``I'd rather just go to bed'': Understanding Indirect Answers0
iFuzzyTL: Interpretable Fuzzy Transfer Learning for SSVEP BCI System0
IGOR: Image-GOal Representations are the Atomic Control Units for Foundation Models in Embodied AI0
iLab-20M: A Large-Scale Controlled Object Dataset to Investigate Deep Learning0
Image Analytics for Legal Document Review: A Transfer Learning Approach0
Image augmentation improves few-shot classification performance in plant disease recognition0
Image-based Detection of Segment Misalignment in Multi-mirror Satellites using Transfer Learning0
Image Based Fashion Product Recommendation with Deep Learning0
Image-based Localization using Hourglass Networks0
Image Classification for Snow Detection to Improve Pedestrian Safety0
Image Credibility Analysis with Effective Domain Transferred Deep Networks0
ImageNet performance correlates with pose estimation robustness and generalization on out-of-domain data0
Image Super-Resolution With Deep Variational Autoencoders0
Image-Text-Image Knowledge Transferring for Lifelong Person Re-Identification with Hybrid Clothing States0
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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