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 24012450 of 6439 papers

TitleStatusHype
Extracting Relationships by Multi-Domain MatchingCode0
CMD: Constraining Multimodal Distribution for Domain Adaptation in Stereo MatchingCode0
Domain Adaptive Text Style TransferCode0
Asymmetric Co-Training for Source-Free Few-Shot Domain AdaptationCode0
Domain Adaptive Semantic Segmentation via Regional Contrastive Consistency RegularizationCode0
Exploiting Semantic Localization in Highly Dynamic Wireless Networks Using Deep Homoscedastic Domain AdaptationCode0
Exploring Adversarially Robust Training for Unsupervised Domain AdaptationCode0
Exploring Object Relation in Mean Teacher for Cross-Domain DetectionCode0
FAA-CLIP: Federated Adversarial Adaptation of CLIPCode0
From Forest to Zoo: Great Ape Behavior Recognition with ChimpBehaveCode0
Large-Scale Optimal Transport and Mapping EstimationCode0
Cluster, Split, Fuse, and Update: Meta-Learning for Open Compound Domain Adaptive Semantic Segmentation0
Domain Adaptive Robotic Gesture Recognition with Unsupervised Kinematic-Visual Data Alignment0
Domain Adaptive Relational Reasoning for 3D Multi-Organ Segmentation0
Applications of Large Language Model Reasoning in Feature Generation0
Domain Adaptive Person Re-Identification via Camera Style Generation and Label Propagation0
Clustering Effect of Adversarial Robust Models0
Application of Unsupervised Domain Adaptation for Structural MRI Analysis0
Domain Adaptive Nuclei Instance Segmentation and Classification via Category-aware Feature Alignment and Pseudo-labelling0
Clustering-Based Validation Splits for Model Selection under Domain Shift0
Domain-Adaptive Neural Posterior Estimation for Strong Gravitational Lens Analysis0
Domain Adaptive Neural Networks for Object Recognition0
Cluster-Guided Unsupervised Domain Adaptation for Deep Speaker Embedding0
Domain Adaptive Multibranch Networks0
Cluster-Guided Semi-Supervised Domain Adaptation for Imbalanced Medical Image Classification0
Domain-Adaptive Learning: Unsupervised Adaptation for Histology Images with Improved Loss Function Combination0
Cluster Entropy: Active Domain Adaptation in Pathological Image Segmentation0
Appearance Blur-driven AutoEncoder and Motion-guided Memory Module for Video Anomaly Detection0
Appearance Based Deep Domain Adaptation for the Classification of Aerial Images0
Domain Adaptive Hand Keypoint and Pixel Localization in the Wild0
Domain Adaptive Graph Classification0
A Post-editing Interface for Immediate Adaptation in Statistical Machine Translation0
Domain-adaptive Fall Detection Using Deep Adversarial Training0
Domain Adaptive Ensemble Learning0
A Pilot Study of Domain Adaptation Effect for Neural Abstractive Summarization0
Advancing Human-Machine Teaming: Concepts, Challenges, and Applications0
Domain Adaptive Diabetic Retinopathy Grading with Model Absence and Flowing Data0
Domain-Adaptive Continued Pre-Training of Small Language Models0
A physics-based domain adaptation framework for modelling and forecasting building energy systems0
Domain Adaptive Attention Learning for Unsupervised Person Re-Identification0
Domain Adaptive Adversarial Learning Based on Physics Model Feedback for Underwater Image Enhancement0
Cloud-Edge Training Architecture for Sim-to-Real Deep Reinforcement Learning0
APE through Neural and Statistical MT with Augmented Data. ADAPT/DCU Submission to the WMT 2019 APE Shared Task0
Advancing 3D Point Cloud Understanding through Deep Transfer Learning: A Comprehensive Survey0
Adaptation and Combination of NMT Systems: The KIT Translation Systems for IWSLT 20160
Closing the Gap: Domain Adaptation from Explicit to Implicit Discourse Relations0
Domain Adaption of Named Entity Recognition to Support Credit Risk Assessment0
Domain Adaption for Knowledge Tracing0
Close Yet Distinctive Domain Adaptation0
Domain adaption and physical constrains transfer learning for shale gas production0
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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