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 14511500 of 6439 papers

TitleStatusHype
Domain Expansion via Network Adaptation for Solving Inverse Problems0
Memory-Assisted Sub-Prototype Mining for Universal Domain Adaptation0
WeatherDepth: Curriculum Contrastive Learning for Self-Supervised Depth Estimation under Adverse Weather ConditionsCode1
SemST: Semantically Consistent Multi-Scale Image Translation via Structure-Texture Alignment0
Integrating Contrastive Learning into a Multitask Transformer Model for Effective Domain Adaptation0
Multi-objective Progressive Clustering for Semi-supervised Domain Adaptation in Speaker Verification0
Subspace Identification for Multi-Source Domain AdaptationCode0
Towards Dynamic and Small Objects Refinement for Unsupervised Domain Adaptative Nighttime Semantic Segmentation0
CAD Models to Real-World Images: A Practical Approach to Unsupervised Domain Adaptation in Industrial Object ClassificationCode0
End-to-End Lip Reading in Romanian with Cross-Lingual Domain Adaptation and Lateral Inhibition0
Alice Benchmarks: Connecting Real World Re-Identification with the Synthetic0
Zero-shot Learning of Drug Response Prediction for Preclinical Drug ScreeningCode0
WLST: Weak Labels Guided Self-training for Weakly-supervised Domain Adaptation on 3D Object DetectionCode1
Reformulating Domain Adaptation of Large Language Models as Adapt-Retrieve-Revise: A Case Study on Chinese Legal DomainCode0
Continual Test-time Domain Adaptation via Dynamic Sample Selection0
Mitigating the Influence of Domain Shift in Skin Lesion Classification: A Benchmark Study of Unsupervised Domain Adaptation Methods on Dermoscopic Images0
Learning to Prompt Your Domain for Vision-Language Models0
Optimal Transport with Adaptive Regularisation0
Learnable Data Augmentation for One-Shot Unsupervised Domain AdaptationCode0
Transcending Domains through Text-to-Image Diffusion: A Source-Free Approach to Domain Adaptation0
Task-guided Domain Gap Reduction for Monocular Depth Prediction in EndoscopyCode0
Improving Rumor Detection by Class-based Adversarial Domain AdaptationCode0
Prior Mismatch and Adaptation in PnP-ADMM with a Nonconvex Convergence Analysis0
AdaPose: Towards Cross-Site Device-Free Human Pose Estimation with Commodity WiFi0
Few-Shot Domain Adaptation for Charge Prediction on Unprofessional Descriptions0
FreqAlign: Excavating Perception-oriented Transferability for Blind Image Quality Assessment from A Frequency PerspectiveCode0
PC-Adapter: Topology-Aware Adapter for Efficient Domain Adaption on Point Clouds with Rectified Pseudo-label0
Glioma subtype classification from histopathological images using in-domain and out-of-domain transfer learning: An experimental study0
Domain-Adaptive Learning: Unsupervised Adaptation for Histology Images with Improved Loss Function Combination0
Open Compound Domain Adaptation with Object Style Compensation for Semantic Segmentation0
Using Weak Supervision and Data Augmentation in Question Answering0
Leveraging Topology for Domain Adaptive Road Segmentation in Satellite and Aerial Imagery0
Learning from SAM: Harnessing a Foundation Model for Sim2Real Adaptation by Regularization0
Confidence-based Visual Dispersal for Few-shot Unsupervised Domain AdaptationCode1
Robust Internal Representations for Domain Generalization0
Cross-City Matters: A Multimodal Remote Sensing Benchmark Dataset for Cross-City Semantic Segmentation using High-Resolution Domain Adaptation Networks0
VPA: Fully Test-Time Visual Prompt Adaptation0
ADU-Depth: Attention-based Distillation with Uncertainty Modeling for Depth Estimation0
Multi-Source Domain Adaptation for Object Detection with Prototype-based Mean-teacherCode1
Synthia's Melody: A Benchmark Framework for Unsupervised Domain Adaptation in AudioCode0
Era Splitting: Invariant Learning for Decision TreesCode1
TouchUp-G: Improving Feature Representation through Graph-Centric FinetuningCode0
Informative Data Mining for One-Shot Cross-Domain Semantic SegmentationCode0
Efficient Black-Box Speaker Verification Model Adaptation with Reprogramming and Backend Learning0
Towards Robust Robot 3D Perception in Urban Environments: The UT Campus Object DatasetCode1
LiDAR-UDA: Self-ensembling Through Time for Unsupervised LiDAR Domain AdaptationCode0
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature AlignmentCode0
Domain-Guided Conditional Diffusion Model for Unsupervised Domain Adaptation0
Order-preserving Consistency Regularization for Domain Adaptation and GeneralizationCode0
Dual-Reference Source-Free Active Domain Adaptation for Nasopharyngeal Carcinoma Tumor Segmentation across Multiple HospitalsCode1
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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