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1502.02791
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Learning Transferable Features with Deep Adaptation Networks

v1v2 (latest)

Learning Transferable Features with Deep Adaptation Networks

10 February 2015

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Papers citing "Learning Transferable Features with Deep Adaptation Networks"

50 / 2,000 papers shown

Label-Efficient Hyperspectral Image Classification via Spectral FiLM Modulation of Low-Level Pretrained Diffusion Features

Label-Efficient Hyperspectral Image Classification via Spectral FiLM Modulation of Low-Level Pretrained Diffusion Features

Biplab Banerjee

74

1

0

03 Dec 2025

LFreeDA: Label-Free Drift Adaptation for Windows Malware Detection

LFreeDA: Label-Free Drift Adaptation for Windows Malware Detection

Adrian Shuai Li

78

0

0

18 Nov 2025

Data Value in the Age of Scaling: Understanding LLM Scaling Dynamics Under Real-Synthetic Data Mixtures

Data Value in the Age of Scaling: Understanding LLM Scaling Dynamics Under Real-Synthetic Data Mixtures

...

Balaji Veeramani

157

0

0

17 Nov 2025

Unsupervised Robust Domain Adaptation: Paradigm, Theory and Algorithm

Unsupervised Robust Domain Adaptation: Paradigm, Theory and Algorithm

252

0

0

14 Nov 2025

Boomda: Balanced Multi-objective Optimization for Multimodal Domain Adaptation

Boomda: Balanced Multi-objective Optimization for Multimodal Domain Adaptation

83

0

0

11 Nov 2025

TCSA-UDA: Text-Driven Cross-Semantic Alignment for Unsupervised Domain Adaptation in Medical Image Segmentation

TCSA-UDA: Text-Driven Cross-Semantic Alignment for Unsupervised Domain Adaptation in Medical Image Segmentation

Reyer Zwiggelaar

124

0

0

08 Nov 2025

Machine and Deep Learning for Indoor UWB Jammer Localization

Machine and Deep Learning for Indoor UWB Jammer Localization

127

0

0

03 Nov 2025

PF-DAformer: Proximal Femur Segmentation via Domain Adaptive Transformer for Dual-Center QCT

PF-DAformer: Proximal Femur Segmentation via Domain Adaptive Transformer for Dual-Center QCT

145

0

0

30 Oct 2025

Using latent representations to link disjoint longitudinal data for mixed-effects regression

Using latent representations to link disjoint longitudinal data for mixed-effects regression

Clemens Schächter

Maren Hackenberg

Michelle Pfaffenlehner

Félix B. Tambe-Ndonfack

Thorsten Schmidt

Astrid Pechmann

Janbernd Kirschner

193

0

0

29 Oct 2025

Mitigating Negative Transfer via Reducing Environmental Disagreement

Mitigating Negative Transfer via Reducing Environmental Disagreement

112

0

0

28 Oct 2025

PSScreen V2: Partially Supervised Multiple Retinal Disease Screening

PSScreen V2: Partially Supervised Multiple Retinal Disease Screening

Hrvoje Bogunović

183

0

0

26 Oct 2025

Attention Residual Fusion Network with Contrast for Source-free Domain Adaptation

Attention Residual Fusion Network with Contrast for Source-free Domain Adaptation

116

0

0

25 Oct 2025

GALA: A GlobAl-LocAl Approach for Multi-Source Active Domain Adaptation

GALA: A GlobAl-LocAl Approach for Multi-Source Active Domain Adaptation

105

0

0

25 Oct 2025

Adaptive Split-MMD Training for Small-Sample Cross-Dataset P300 EEG Classification

Adaptive Split-MMD Training for Small-Sample Cross-Dataset P300 EEG Classification

103

0

0

24 Oct 2025

H-SPLID: HSIC-based Saliency Preserving Latent Information Decomposition

H-SPLID: HSIC-based Saliency Preserving Latent Information Decomposition

Andrii Shkabrii

Theodoros Thirimachos Davarakis

Stratis Ioannidis

97

0

0

23 Oct 2025

Instance-Aware Pseudo-Labeling and Class-Focused Contrastive Learning for Weakly Supervised Domain Adaptive Segmentation of Electron Microscopy

Instance-Aware Pseudo-Labeling and Class-Focused Contrastive Learning for Weakly Supervised Domain Adaptive Segmentation of Electron Microscopy

125

0

0

18 Oct 2025

Deep Learning Based Domain Adaptation Methods in Remote Sensing: A Comprehensive Survey

Deep Learning Based Domain Adaptation Methods in Remote Sensing: A Comprehensive Survey

Guangliang Cheng

92

1

0

17 Oct 2025

Geometric Moment Alignment for Domain Adaptation via Siegel Embeddings

Geometric Moment Alignment for Domain Adaptation via Siegel Embeddings

129

0

0

16 Oct 2025

High-Fidelity Simulated Data Generation for Real-World Zero-Shot Robotic Manipulation Learning with Gaussian Splatting

High-Fidelity Simulated Data Generation for Real-World Zero-Shot Robotic Manipulation Learning with Gaussian Splatting

...

152

3

0

12 Oct 2025

Reverse Supervision at Scale: Exponential Search Meets the Economics of Annotation

Reverse Supervision at Scale: Exponential Search Meets the Economics of Annotation

Masoud Makrehchi

85

0

0

12 Oct 2025

Approximate Domain Unlearning for Vision-Language Models

Approximate Domain Unlearning for Vision-Language Models

Hirokatsu Kataoka

195

0

0

09 Oct 2025

Deep Domain Adaptation for Turbofan Engine Remaining Useful Life Prediction: Methodologies, Evaluation and Future Trends

Deep Domain Adaptation for Turbofan Engine Remaining Useful Life Prediction: Methodologies, Evaluation and Future Trends

162

0

0

04 Oct 2025

Consistent Assistant Domains Transformer for Source-free Domain Adaptation

Consistent Assistant Domains Transformer for Source-free Domain AdaptationIEEE Transactions on Image Processing (IEEE TIP), 2025

144

0

0

02 Oct 2025

FRIEREN: Federated Learning with Vision-Language Regularization for Segmentation

FRIEREN: Federated Learning with Vision-Language Regularization for Segmentation

158

0

0

02 Oct 2025

VirDA: Reusing Backbone for Unsupervised Domain Adaptation with Visual Reprogramming

VirDA: Reusing Backbone for Unsupervised Domain Adaptation with Visual Reprogramming

282

0

0

02 Oct 2025

Multi-Level Heterogeneous Knowledge Transfer Network on Forward Scattering Center Model for Limited Samples SAR ATR

Multi-Level Heterogeneous Knowledge Transfer Network on Forward Scattering Center Model for Limited Samples SAR ATR

105

0

0

28 Sep 2025

POEM: Explore Unexplored Reliable Samples to Enhance Test-Time Adaptation

POEM: Explore Unexplored Reliable Samples to Enhance Test-Time Adaptation

148

0

0

26 Sep 2025

Unsupervised Domain Adaptation for Binary Classification with an Unobservable Source Subpopulation

Unsupervised Domain Adaptation for Binary Classification with an Unobservable Source Subpopulation

299

0

0

24 Sep 2025

Online Adaptation via Dual-Stage Alignment and Self-Supervision for Fast-Calibration Brain-Computer Interfaces

Online Adaptation via Dual-Stage Alignment and Self-Supervision for Fast-Calibration Brain-Computer Interfaces

108

0

0

23 Sep 2025

Generalizable Domain Adaptation for Sim-and-Real Policy Co-Training

Generalizable Domain Adaptation for Sim-and-Real Policy Co-Training

Caelan Reed Garrett

212

1

0

23 Sep 2025

Training-Free Label Space Alignment for Universal Domain Adaptation

Training-Free Label Space Alignment for Universal Domain Adaptation

187

0

0

22 Sep 2025

COLA: Context-aware Language-driven Test-time Adaptation

COLA: Context-aware Language-driven Test-time AdaptationIEEE Transactions on Image Processing (IEEE TIP), 2025

273

0

0

22 Sep 2025

Lost in Translation? Vocabulary Alignment for Source-Free Adaptation in Open-Vocabulary Semantic Segmentation

Lost in Translation? Vocabulary Alignment for Source-Free Adaptation in Open-Vocabulary Semantic Segmentation

Silvio Mazzucco

Pier Luigi Dovesi

Federico Tombari

275

1

0

18 Sep 2025

Learning Majority-to-Minority Transformations with MMD and Triplet Loss for Imbalanced Classification

Learning Majority-to-Minority Transformations with MMD and Triplet Loss for Imbalanced Classification

121

0

0

15 Sep 2025

"A 6 or a 9?": Ensemble Learning Through the Multiplicity of Performant Models and Explanations

"A 6 or a 9?": Ensemble Learning Through the Multiplicity of Performant Models and ExplanationsACM Transactions on Knowledge Discovery from Data (TKDD), 2025

Gianlucca L. Zuin

169

0

0

11 Sep 2025

ACE and Diverse Generalization via Selective Disagreement

ACE and Diverse Generalization via Selective Disagreement

Stuart Armstrong

Alexandre Maranhao

Mahirah Fairuz Rahman

Benjamin M. Marlin

235

0

0

09 Sep 2025

Semi-supervised Deep Transfer for Regression without Domain Alignment

Semi-supervised Deep Transfer for Regression without Domain Alignment

Ambedkar Dukkipati

Devarajan Sridharan

153

0

0

05 Sep 2025

Leveraging Transfer Learning and Mobile-enabled Convolutional Neural Networks for Improved Arabic Handwritten Character Recognition

Leveraging Transfer Learning and Mobile-enabled Convolutional Neural Networks for Improved Arabic Handwritten Character RecognitionIEEE Access (IEEE Access), 2025

Mohsine El Khayati

Hamzah Ali Alkhazaleh

109

0

0

05 Sep 2025

Empowering Large Language Model for Sequential Recommendation via Multimodal Embeddings and Semantic IDs

Empowering Large Language Model for Sequential Recommendation via Multimodal Embeddings and Semantic IDs

159

2

0

02 Sep 2025

Cross-Cancer Knowledge Transfer in WSI-based Prognosis Prediction

Cross-Cancer Knowledge Transfer in WSI-based Prognosis Prediction

Xiangxiang Zeng

230

0

0

19 Aug 2025

PSScreen: Partially Supervised Multiple Retinal Disease Screening

PSScreen: Partially Supervised Multiple Retinal Disease Screening

234

1

0

14 Aug 2025

Generalizable Federated Learning using Client Adaptive Focal Modulation

Generalizable Federated Learning using Client Adaptive Focal Modulation

Iqra Altaf Gillani

136

0

0

14 Aug 2025

Leveraging Unlabeled Data from Unknown Sources via Dual-Path Guidance for Deepfake Face Detection

Leveraging Unlabeled Data from Unknown Sources via Dual-Path Guidance for Deepfake Face Detection

221

0

0

12 Aug 2025

How Safe Will I Be Given What I Saw? Calibrated Prediction of Safety Chances for Image-Controlled Autonomy

How Safe Will I Be Given What I Saw? Calibrated Prediction of Safety Chances for Image-Controlled Autonomy

Mrinall Eashaan Umasudhan

174

1

0

12 Aug 2025

SPA++: Generalized Graph Spectral Alignment for Versatile Domain Adaptation

SPA++: Generalized Graph Spectral Alignment for Versatile Domain Adaptation

118

0

0

07 Aug 2025

Unified modality separation: A vision-language framework for unsupervised domain adaptation

Unified modality separation: A vision-language framework for unsupervised domain adaptationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025

182

1

0

07 Aug 2025

CORE-ReID V2: Advancing the Domain Adaptation for Object Re-Identification with Optimized Training and Ensemble Fusion

CORE-ReID V2: Advancing the Domain Adaptation for Object Re-Identification with Optimized Training and Ensemble Fusion

Trinh Quoc Nguyen

Oky Dicky Ardiansyah Prima

Syahid Al Irfan

Hindriyanto Dwi Purnomo

143

2

0

06 Aug 2025

Slice or the Whole Pie? Utility Control for AI Models

Slice or the Whole Pie? Utility Control for AI Models

108

0

0

06 Aug 2025

Neutralizing Token Aggregation via Information Augmentation for Efficient Test-Time Adaptation

Neutralizing Token Aggregation via Information Augmentation for Efficient Test-Time Adaptation

243

0

0

05 Aug 2025

Nested Graph Pseudo-Label Refinement for Noisy Label Domain Adaptation Learning

Nested Graph Pseudo-Label Refinement for Noisy Label Domain Adaptation Learning

203

3

0

01 Aug 2025

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