SOTAVerified

Domain Adaptation

Domain Adaptation is the task of adapting models across domains. This is motivated by the challenge where the test and training datasets fall from different data distributions due to some factor. Domain adaptation aims to build machine learning models that can be generalized into a target domain and dealing with the discrepancy across domain distributions.

Further readings:

( Image credit: Unsupervised Image-to-Image Translation Networks )

Papers

Showing 20012050 of 6439 papers

TitleStatusHype
Adapting Pretrained Networks for Image Quality Assessment on High Dynamic Range DisplaysCode0
A Self-explaining Neural Architecture for Generalizable Concept LearningCode0
Pseudo Label Refinery for Unsupervised Domain Adaptation on Cross-dataset 3D Object DetectionCode0
Block-As-Domain Adaptation for Workload Prediction from fNIRS Data0
HistNERo: Historical Named Entity Recognition for the Romanian Language0
Source-Free Domain Adaptation of Weakly-Supervised Object Localization Models for HistologyCode0
SafePaint: Anti-forensic Image Inpainting with Domain Adaptation0
Align, Minimize and Diversify: A Source-Free Unsupervised Domain Adaptation Method for Handwritten Text Recognition0
Domain Adaptive and Fine-grained Anomaly Detection for Single-cell Sequencing Data and BeyondCode0
Federated Transfer Component Analysis Towards Effective VNF Profiling0
M3BAT: Unsupervised Domain Adaptation for Multimodal Mobile Sensing with Multi-Branch Adversarial Training0
Style Adaptation for Domain-adaptive Semantic Segmentation0
360SFUDA++: Towards Source-free UDA for Panoramic Segmentation by Learning Reliable Category Prototypes0
Domain Adaptation for Learned Image Compression with Supervised AdaptersCode0
M3D: Manifold-based Domain Adaptation with Dynamic Distribution for Non-Deep Transfer Learning in Cross-subject and Cross-session EEG-based Emotion Recognition0
Vision Transformer-based Adversarial Domain AdaptationCode0
The Over-Certainty Phenomenon in Modern UDA Algorithms0
Domain adaptive pose estimation via multi-level alignmentCode0
Unsupervised Domain Adaptation Architecture Search with Self-Training for Land Cover MappingCode0
Utilizing Graph Generation for Enhanced Domain Adaptive Object Detection0
Adaptive Prompt Learning with Negative Textual Semantics and Uncertainty Modeling for Universal Multi-Source Domain Adaptation0
DAWN: Domain-Adaptive Weakly Supervised Nuclei Segmentation via Cross-Task InteractionsCode0
Source-free Domain Adaptation for Video Object Detection Under Adverse Image Conditions0
PARAMANU-GANITA: Language Model with Mathematical Capabilities0
Self-Supervised Monocular Depth Estimation in the Dark: Towards Data Distribution Compensation0
UrbanCross: Enhancing Satellite Image-Text Retrieval with Cross-Domain Adaptation0
MM-PhyRLHF: Reinforcement Learning Framework for Multimodal Physics Question-Answering0
A Weight-aware-based Multi-source Unsupervised Domain Adaptation Method for Human Motion Intention RecognitionCode0
AED-PADA:Improving Generalizability of Adversarial Example Detection via Principal Adversarial Domain Adaptation0
Enhancing AI Diagnostics: Autonomous Lesion Masking via Semi-Supervised Deep Learning0
Multimodal 3D Object Detection on Unseen Domains0
Multi-Sensor Diffusion-Driven Optical Image Translation for Large-Scale Applications0
Reuse out-of-year data to enhance land cover mappingvia feature disentanglement and contrastive learning0
Grounded Language Agent for Product Search via Intelligent Web InteractionsCode0
BDAN: Mitigating Temporal Difference Across Electrodes in Cross-Subject Motor Imagery Classification via Generative Bridging Domain0
Lighter, Better, Faster Multi-Source Domain Adaptation with Gaussian Mixture Models and Optimal TransportCode0
Uncertainty-guided Open-Set Source-Free Unsupervised Domain Adaptation with Target-private Class Segregation0
Exploring selective image matching methods for zero-shot and few-sample unsupervised domain adaptation of urban canopy prediction0
Evaluating Fast Adaptability of Neural Networks for Brain-Computer InterfaceCode0
JaFIn: Japanese Financial Instruction Dataset0
Text Prompt with Normality Guidance for Weakly Supervised Video Anomaly Detection0
Mitigating Receiver Impact on Radio Frequency Fingerprint Identification via Domain Adaptation0
MoCap-to-Visual Domain Adaptation for Efficient Human Mesh Estimation from 2D Keypoints0
Collaborative Multi-source Domain Adaptation Through Optimal Transport0
UniMix: Towards Domain Adaptive and Generalizable LiDAR Semantic Segmentation in Adverse Weather0
Anatomical Conditioning for Contrastive Unpaired Image-to-Image Translation of Optical Coherence Tomography ImagesCode0
Self-Labeling in Multivariate Causality and Quantification for Adaptive Machine LearningCode0
Comprehensive Study on German Language Models for Clinical and Biomedical Text Understanding0
Decomposition-based Unsupervised Domain Adaptation for Remote Sensing Image Semantic Segmentation0
Vision transformers in domain adaptation and domain generalization: a study of robustness0
Show:102550
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1FFTATAverage Accuracy96Unverified
2PMTransAverage Accuracy95.3Unverified
3CMKDAverage Accuracy94.4Unverified
4SSRT-B (ours)Average Accuracy93.5Unverified
5CDTransAverage Accuracy92.6Unverified
6CoViAverage Accuracy91.8Unverified
7GSDEAverage Accuracy91.7Unverified
8FixBiAverage Accuracy91.4Unverified
9Contrastive Adaptation NetworkAverage Accuracy90.6Unverified
10BIWAAAverage Accuracy90.5Unverified
#ModelMetricClaimedVerifiedStatus
1HALOmIoU78.1Unverified
2ILM-ASSLmIoU76.6Unverified
3DCFmIoU69.3Unverified
4HRDA+PiPamIoU68.2Unverified
5MICmIoU67.3Unverified
6FREDOM - TransformermIoU67Unverified
7HRDAmIoU65.8Unverified
8SePiComIoU64.3Unverified
9MIC + Guidance TrainingmIoU63.8Unverified
10DAFormer + ProCSTmIoU61.6Unverified
#ModelMetricClaimedVerifiedStatus
1HALOmIoU77.8Unverified
2DCFmIoU77.7Unverified
3ILM-ASSLmIoU76.1Unverified
4MICmIoU75.9Unverified
5HRDA+PiPamIoU75.6Unverified
6HRDAmIoU73.8Unverified
7FREDOM - TransformermIoU73.6Unverified
8HALOmIoU73.3Unverified
9SePiComIoU70.3Unverified
10DAFormer + ProCSTmIoU69.4Unverified
#ModelMetricClaimedVerifiedStatus
1SWGAccuracy92.3Unverified
2RCLAccuracy90Unverified
3PGA (ViT-L/14)Accuracy89.4Unverified
4PMTransAccuracy89Unverified
5CMKDAccuracy89Unverified
6MICAccuracy86.2Unverified
7PGA (ViT-B/16)Accuracy85.1Unverified
8ELSAccuracy84.6Unverified
9SDAT (ViT-B/16)Accuracy84.3Unverified
10CDTrans (DeiT-B)Accuracy80.5Unverified
#ModelMetricClaimedVerifiedStatus
1FFTATAccuracy93.8Unverified
2RCLAccuracy93.2Unverified
3MICAccuracy92.8Unverified
4SWGAccuracy92.7Unverified
5CMKDAccuracy91.8Unverified
6DePTAccuracy90.7Unverified
7SDAT(ViT)Accuracy89.8Unverified
8SFDA2++Accuracy89.6Unverified
9PMtransAccuracy88.8Unverified
10CoViAccuracy88.5Unverified
#ModelMetricClaimedVerifiedStatus
1CMKDAccuracy94.3Unverified
2MCC+NWDAccuracy90.7Unverified
3GLOT-DRAccuracy90.4Unverified
4SPLAccuracy90.3Unverified
5DFA-SAFNAccuracy90.2Unverified
6DADAAccuracy89.3Unverified
7DFA-ENTAccuracy89.1Unverified
8MEDMAccuracy88.9Unverified
9DDAAccuracy88.9Unverified
10IAFN+ENTAccuracy88.9Unverified
#ModelMetricClaimedVerifiedStatus
1SoRAmIoU78.8Unverified
2ReinmIoU77.6Unverified
3CoDAmIoU72.6Unverified
4Refign (HRDA)mIoU72.1Unverified
5HALOmIoU71.9Unverified
6MICmIoU70.4Unverified
7HRDAmIoU68Unverified
8Refign (DAFormer)mIoU65.5Unverified
9VBLC (DAFormer)mIoU64.2Unverified
10CMFormermIoU60.1Unverified
#ModelMetricClaimedVerifiedStatus
1FACTAccuracy98.8Unverified
2FAMCDAccuracy98.72Unverified
3DFA-MCDAccuracy98.6Unverified
4Mean teacherAccuracy98.26Unverified
5DRANetAccuracy98.2Unverified
6SHOTAccuracy98Unverified
7DFA-ENTAccuracy97.9Unverified
8CyCleGAN (Light-weight Calibrator)Accuracy97.1Unverified