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 61516200 of 6439 papers

TitleStatusHype
Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum LearningCode0
Simplex Clustering via sBeta with Applications to Online Adjustment of Black-Box PredictionsCode0
Unsupervised Domain Expansion for Visual CategorizationCode0
Open Set Domain Adaptation by BackpropagationCode0
ADAS: A Direct Adaptation Strategy for Multi-Target Domain Adaptive Semantic SegmentationCode0
Simplifying Open-Set Video Domain Adaptation with Contrastive LearningCode0
Open Set Domain Adaptation for Image and Action RecognitionCode0
MEnsA: Mix-up Ensemble Average for Unsupervised Multi Target Domain Adaptation on 3D Point CloudsCode0
Open Set Domain Adaptation: Theoretical Bound and AlgorithmCode0
Cross-domain Multi-modal Few-shot Object Detection via Rich TextCode0
Bridging Adversarial and Statistical Domain Transfer via Spectral Adaptation NetworksCode0
Bridge then Begin Anew: Generating Target-relevant Intermediate Model for Source-free Visual Emotion AdaptationCode0
Towards Improved Proxy-based Deep Metric Learning via Data-Augmented Domain AdaptationCode0
Open-Set Face Recognition with Maximal Entropy and Objectosphere LossCode0
Open-Set Heterogeneous Domain Adaptation: Theoretical Analysis and AlgorithmCode0
Bridge-Based Active Domain Adaptation for Aspect Term ExtractionCode0
Cross-Domain Identification for Thermal-to-Visible Face RecognitionCode0
DIRA: Dynamic Domain Incremental Regularised AdaptationCode0
Cross-Domain Grouping and Alignment for Domain Adaptive Semantic SegmentationCode0
Sim-to-Real Domain Adaptation for Deformation ClassificationCode0
Unsupervised Domain Adaptation Based on the Predictive Uncertainty of ModelsCode0
Contradictory Structure Learning for Semi-supervised Domain AdaptationCode0
Cross-Domain Evaluation of a Deep Learning-Based Type Inference SystemCode0
Cross-domain error minimization for unsupervised domain adaptationCode0
Towards Learning Transferable Conversational Skills using Multi-dimensional Dialogue ModellingCode0
Towards Low-Cost and Efficient Malaria DetectionCode0
Optimal Transport and Adaptive Thresholding for Universal Domain Adaptation on Time SeriesCode0
Optimal Transport as a Defense Against Adversarial AttacksCode0
A Robust Learning Approach to Domain Adaptive Object DetectionCode0
Cross-Domain Distribution Alignment for Segmentation of Private Unannotated 3D Medical ImagesCode0
Optimal Transport for Domain Adaptation through Gaussian Mixture ModelsCode0
Optimal Transport for Multi-source Domain Adaptation under Target ShiftCode0
Simulations of Common Unsupervised Domain Adaptation Algorithms for Image ClassificationCode0
Boundary and Entropy-driven Adversarial Learning for Fundus Image SegmentationCode0
Optimizing Black-box Metrics with Iterative Example WeightingCode0
Optimizing Mario Adventures in a Constrained EnvironmentCode0
Embedding Transfer for Low-Resource Medical Named Entity Recognition: A Case Study on Patient MobilityCode0
Towards Novel Target Discovery Through Open-Set Domain AdaptationCode0
BotTrans: A Multi-Source Graph Domain Adaptation Approach for Social Bot DetectionCode0
ORBIT: Cost-Effective Dataset Curation for Large Language Model Domain Adaptation with an Astronomy Case StudyCode0
Order-preserving Consistency Regularization for Domain Adaptation and GeneralizationCode0
Orthogonal Statistical LearningCode0
Towards Open Domain Event Trigger Identification using Adversarial Domain AdaptationCode0
Simultaneous Deep Transfer Across Domains and TasksCode0
Embedding neurophysiological signalsCode0
Cross-Domain Correlation Distillation for Unsupervised Domain Adaptation in Nighttime Semantic SegmentationCode0
Universal Semi-Supervised Learning for Medical Image ClassificationCode0
Cross-domain Contrastive Learning for Unsupervised Domain AdaptationCode0
Asymmetric Tri-training for Debiasing Missing-Not-At-Random Explicit FeedbackCode0
Unsupervised Domain Generalization for Person Re-identification: A Domain-specific Adaptive FrameworkCode0
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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