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 18511900 of 6439 papers

TitleStatusHype
ToDER: Towards Colonoscopy Depth Estimation and Reconstruction with Geometry Constraint Adaptation0
RADA: Robust and Accurate Feature Learning with Domain Adaptation0
Is user feedback always informative? Retrieval Latent Defending for Semi-Supervised Domain Adaptation without Source DataCode0
Rethinking Domain Adaptation and Generalization in the Era of CLIP0
Non-Reference Quality Assessment for Medical Imaging: Application to Synthetic Brain MRIs0
Multi-Source and Test-Time Domain Adaptation on Multivariate Signals using Spatio-Temporal Monge Alignment0
Domain Adaptation for Industrial Time-series Forecasting via Counterfactual Inference0
MC-PanDA: Mask Confidence for Panoptic Domain AdaptationCode0
Memory-Efficient Pseudo-Labeling for Online Source-Free Universal Domain Adaptation using a Gaussian Mixture ModelCode0
Training-Free Model Merging for Multi-target Domain Adaptation0
Fully Test-Time rPPG Estimation via Synthetic Signal-Guided Feature Learning0
FREST: Feature RESToration for Semantic Segmentation under Multiple Adverse Conditions0
Privacy-Preserving Adaptive Re-Identification without Image TransferCode0
Calibrated Diverse Ensemble Entropy Minimization for Robust Test-Time Adaptation in Prostate Cancer Detection0
Contrastive Adversarial Training for Unsupervised Domain Adaptation0
Dataset Dictionary Learning in a Wasserstein Space for Federated Domain Adaptation0
Monocular pose estimation of articulated surgical instruments in open surgery0
AdaptEval: Evaluating Large Language Models on Domain Adaptation for Text SummarizationCode0
Human-Centric Transformer for Domain Adaptive Action Recognition0
Mix-CPT: A Domain Adaptation Framework via Decoupling Knowledge Learning and Format Alignment0
Revisiting Adaptive Cellular Recognition Under Domain Shifts: A Contextual Correspondence ViewCode0
Sim-to-Real Domain Adaptation for Deformation ClassificationCode0
The Sociolinguistic Foundations of Language Modeling0
An Unsupervised Domain Adaptation Method for Locating Manipulated Region in partially fake Audio0
S&D Messenger: Exchanging Semantic and Domain Knowledge for Generic Semi-Supervised Medical Image Segmentation0
CEIA: CLIP-Based Event-Image Alignment for Open-World Event-Based Understanding0
D-MASTER: Mask Annealed Transformer for Unsupervised Domain Adaptation in Breast Cancer Detection from Mammograms0
Weakly Supervised Test-Time Domain Adaptation for Object DetectionCode0
Test-time adaptation for geospatial point cloud semantic segmentation with distinct domain shifts0
Semantic Segmentation for Real-World and Synthetic Vehicle's Forward-Facing Camera Images0
A Domain Adaptation Model for Carotid Ultrasound: Image Harmonization, Noise Reduction, and Impact on Cardiovascular Risk Markers0
Written Term Detection Improves Spoken Term DetectionCode0
Leveraging Data Mining, Active Learning, and Domain Adaptation in a Multi-Stage, Machine Learning-Driven Approach for the Efficient Discovery of Advanced Acidic Oxygen Evolution Electrocatalysts0
Query-Guided Self-Supervised Summarization of Nursing Notes0
Detect Closer Surfaces that can be Seen: New Modeling and Evaluation in Cross-domain 3D Object DetectionCode0
Geodesic Optimization for Predictive Shift Adaptation on EEG data0
POSTURE: Pose Guided Unsupervised Domain Adaptation for Human Body Part Segmentation0
EMPL: A novel Efficient Meta Prompt Learning Framework for Few-shot Unsupervised Domain Adaptation0
Multi-Task Domain Adaptation for Language Grounding with 3D Objects0
Domain-Aware Fine-Tuning of Foundation Models0
The Art of the Steal: Purloining Deep Learning Models Developed for an Ultrasound Scanner to a Competitor Machine0
Magic Insert: Style-Aware Drag-and-Drop0
ECAT: A Entire space Continual and Adaptive Transfer Learning Framework for Cross-Domain Recommendation0
Towards Training Music Taggers on Synthetic DataCode0
Core Knowledge Learning Framework for Graph Adaptation and Scalability Learning0
CLIP the Divergence: Language-guided Unsupervised Domain Adaptation0
Gradient-based Class Weighting for Unsupervised Domain Adaptation in Dense Prediction Visual Tasks0
Transferable-guided Attention Is All You Need for Video Domain AdaptationCode0
Deep Domain Specialisation for single-model multi-domain learning to rank0
Binary Losses for Density Ratio Estimation0
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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