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 9511000 of 6439 papers

TitleStatusHype
Active Domain Adaptation via Clustering Uncertainty-weighted EmbeddingsCode1
Self-Supervised Domain Adaptation with Consistency TrainingCode1
Harnessing Uncertainty in Domain Adaptation for MRI Prostate Lesion SegmentationCode1
Adaptive-Attentive Geolocalization from few queries: a hybrid approachCode1
Fader Networks for domain adaptation on fMRI: ABIDE-II studyCode1
Invariant Representation Learning for Infant Pose Estimation with Small DataCode1
Robust Optimal Transport with Applications in Generative Modeling and Domain AdaptationCode1
Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image ClassificationCode1
Large Scale Indexing of Generic Medical Image Data using Unbiased Shallow Keypoints and Deep CNN FeaturesCode1
Unsupervised Monocular Depth Estimation for Night-time Images using Adversarial Domain Feature AdaptationCode1
Effective Sample Size, Dimensionality, and Generalization in Covariate Shift AdaptationCode1
Hierarchical Domain-Adapted Feature Learning for Video Saliency PredictionCode1
DASGIL: Domain Adaptation for Semantic and Geometric-aware Image-based LocalizationCode1
Self-grouping Convolutional Neural NetworksCode1
DialoGLUE: A Natural Language Understanding Benchmark for Task-Oriented DialogueCode1
Affinity Space Adaptation for Semantic Segmentation Across DomainsCode1
Adapting BERT for Word Sense Disambiguation with Gloss Selection Objective and Example SentencesCode1
BoMuDANet: Unsupervised Adaptation for Visual Scene Understanding in Unstructured Driving EnvironmentsCode1
Collaborative Training between Region Proposal Localization and Classification for Domain Adaptive Object DetectionCode1
Transformer Based Multi-Source Domain AdaptationCode1
PDAM: A Panoptic-Level Feature Alignment Framework for Unsupervised Domain Adaptive Instance Segmentation in Microscopy ImagesCode1
The Unbalanced Gromov Wasserstein Distance: Conic Formulation and RelaxationCode1
Libri-Adapt: A New Speech Dataset for Unsupervised Domain AdaptationCode1
Synthetic-to-Real Unsupervised Domain Adaptation for Scene Text Detection in the WildCode1
The Little W-Net That Could: State-of-the-Art Retinal Vessel Segmentation with Minimalistic ModelsCode1
Unsupervised Domain Adaptation For Plant Organ CountingCode1
Domain Adaptation Through Task DistillationCode1
Instance Adaptive Self-Training for Unsupervised Domain AdaptationCode1
Cross-regional oil palm tree counting and detection via multi-level attention domain adaptation networkCode1
Disentangled Representations for Domain-generalized Cardiac SegmentationCode1
Graphical Object Detection in Document ImagesCode1
Improved Mutual Mean-Teaching for Unsupervised Domain Adaptive Re-IDCode1
Every Pixel Matters: Center-aware Feature Alignment for Domain Adaptive Object DetectorCode1
We Learn Better Road Pothole Detection: from Attention Aggregation to Adversarial Domain AdaptationCode1
Learning to Cluster under Domain ShiftCode1
Road Segmentation for Remote Sensing Images using Adversarial Spatial Pyramid NetworksCode1
Multi-source Heterogeneous Domain Adaptation with Conditional Weighting Adversarial NetworkCode1
Hierarchical Amortized Training for Memory-efficient High Resolution 3D GANCode1
Simultaneous Semantic Alignment Network for Heterogeneous Domain AdaptationCode1
An Unsupervised Domain Adaptation Scheme for Single-Stage Artwork Recognition in Cultural SitesCode1
Cross-Domain Facial Expression Recognition: A Unified Evaluation Benchmark and Adversarial Graph LearningCode1
Task-conditioned Domain Adaptation for Pedestrian Detection in Thermal ImageryCode1
Learning to Detect Open Classes for Universal Domain AdaptationCode1
Content-Consistent Matching for Domain Adaptive Semantic SegmentationCode1
Adversarial Bipartite Graph Learning for Video Domain AdaptationCode1
Unsupervised Domain Adaptation in the Dissimilarity Space for Person Re-identificationCode1
On the Effectiveness of Image Rotation for Open Set Domain AdaptationCode1
Deep Co-Training with Task Decomposition for Semi-Supervised Domain AdaptationCode1
Joint Disentangling and Adaptation for Cross-Domain Person Re-IdentificationCode1
PSIGAN: Joint probabilistic segmentation and image distribution matching for unpaired cross-modality adaptation based MRI segmentationCode1
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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