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 57515800 of 6439 papers

TitleStatusHype
Test-Time Domain Adaptation by Learning Domain-Aware Batch NormalizationCode0
CATS v2: Hybrid encoders for robust medical segmentationCode0
SCIDA: Self-Correction Integrated Domain Adaptation from Single- to Multi-label Aerial ImagesCode0
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic SegmentationCode0
Test Time Training for 4D Medical Image InterpolationCode0
Deep Transfer Learning for Multi-source Entity Linkage via Domain AdaptationCode0
Deep Residual Correction Network for Partial Domain AdaptationCode0
Screening Sinkhorn Algorithm for Regularized Optimal TransportCode0
Moderating Illicit Online Image Promotion for Unsafe User-Generated Content Games Using Large Vision-Language ModelsCode0
Deep Reconstruction-Classification Networks for Unsupervised Domain AdaptationCode0
Modified Distribution Alignment for Domain Adaptation with Pre-trained Inception ResNetCode0
Test-Time Training for Semantic Segmentation with Output Contrastive LossCode0
A Two Stage Adaptation Framework for Frame Detection via Prompt LearningCode0
Modular Domain AdaptationCode0
SD-Net: Symmetric-Aware Keypoint Prediction and Domain Adaptation for 6D Pose Estimation In Bin-picking ScenariosCode0
Attract or Distract: Exploit the Margin of Open SetCode0
Moment Matching for Multi-Source Domain AdaptationCode0
Grounded Language Agent for Product Search via Intelligent Web InteractionsCode0
Searching for Optimal Subword Tokenization in Cross-domain NERCode0
Deep Optimal Transport for Domain Adaptation on SPD ManifoldsCode0
Can Modifying Data Address Graph Domain Adaptation?Code0
From Third Person to First Person: Dataset and Baselines for Synthesis and RetrievalCode0
From Priest to Doctor: Domain Adaptaion for Low-Resource Neural Machine TranslationCode0
Secure Domain Adaptation with Multiple SourcesCode0
SEDAR: a Large Scale French-English Financial Domain Parallel CorpusCode0
Deep Metric Learning-Based Feature Embedding for Hyperspectral Image ClassificationCode0
Text-Driven Generative Domain Adaptation with Spectral Consistency RegularizationCode0
Seeking Salient Facial Regions for Cross-Database Micro-Expression RecognitionCode0
Morpho-MNIST: Quantitative Assessment and Diagnostics for Representation LearningCode0
Deep Least Squares Alignment for Unsupervised Domain AdaptationCode0
From Images to Features: Unbiased Morphology Classification via Variational Auto-Encoders and Domain AdaptationCode0
From Galaxy Zoo DECaLS to BASS/MzLS: detailed galaxy morphology classification with unsupervised domain adaptionCode0
Motion-Based Handwriting Recognition and Word ReconstructionCode0
Analysis of Pseudo-Labeling for Online Source-Free Universal Domain AdaptationCode0
seg_3D_by_PC2D: Multi-View Projection for Domain Generalization and Adaptation in 3D Semantic SegmentationCode0
From Forest to Zoo: Great Ape Behavior Recognition with ChimpBehaveCode0
From Colors to Classes: Emergence of Concepts in Vision TransformersCode0
MSCDA: Multi-level Semantic-guided Contrast Improves Unsupervised Domain Adaptation for Breast MRI Segmentation in Small DatasetsCode0
Understanding the Limits of Unsupervised Domain Adaptation via Data PoisoningCode0
A domain adaptation neural network for digital twin-supported fault diagnosisCode0
FreSaDa: A French Satire Data Set for Cross-Domain Satire DetectionCode0
XGAN: Unsupervised Image-to-Image Translation for Many-to-Many MappingsCode0
Uneven Bi-Classifier Learning for Domain AdaptationCode0
FreqAlign: Excavating Perception-oriented Transferability for Blind Image Quality Assessment from A Frequency PerspectiveCode0
Deep Learning with Domain Adaptation for Accelerated Projection-Reconstruction MRCode0
Text Readability Assessment for Second Language LearnersCode0
FREDOM: Fairness Domain Adaptation Approach to Semantic Scene UnderstandingCode0
Unified Deep Supervised Domain Adaptation and GeneralizationCode0
Text Style Transfer Back-TranslationCode0
Text-to-SQL Domain Adaptation via Human-LLM Collaborative Data AnnotationCode0
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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