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 37513800 of 6439 papers

TitleStatusHype
AI-enabled Efficient and Safe Food Supply Chain0
Self-supervised Augmentation Consistency for Adapting Semantic SegmentationCode1
Reproducibility of "FDA: Fourier Domain Adaptation forSemantic SegmentationCode0
Rethinking Ensemble-Distillation for Semantic Segmentation Based Unsupervised Domain AdaptationCode0
Group Feature Learning and Domain Adversarial Neural Network for aMCI Diagnosis System Based on EEG0
Randomized Histogram Matching: A Simple Augmentation for Unsupervised Domain Adaptation in Overhead Imagery0
Domain Adaptive Semantic Segmentation with Self-Supervised Depth EstimationCode1
Sign Segmentation with Changepoint-Modulated Pseudo-LabellingCode1
Preserving Semantic Consistency in Unsupervised Domain Adaptation Using Generative Adversarial Networks0
Unsupervised Multi-Source Domain Adaptation for Person Re-IdentificationCode1
Efficient Pre-trained Features and Recurrent Pseudo-Labeling in Unsupervised Domain AdaptationCode0
Graphical Modeling for Multi-Source Domain AdaptationCode1
NTIRE 2021 Depth Guided Image Relighting ChallengeCode1
If your data distribution shifts, use self-learningCode1
Semi-Supervised Semantic Segmentation with Pixel-Level Contrastive Learning from a Class-wise Memory BankCode1
Integration of Unpaired Single-cell Chromatin Accessibility and Gene Expression Data via Adversarial Learning0
T2NER: Transformers based Transfer Learning Framework for Named Entity RecognitionCode1
STRUDEL: Self-Training with Uncertainty Dependent Label Refinement across Domains0
DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic SegmentationCode1
Fast Text-Only Domain Adaptation of RNN-Transducer Prediction Network0
Domain Adaptation for Semantic Segmentation via Patch-Wise Contrastive Learning0
Hazy Re-ID: An Interference Suppression Model For Domain Adaptation Person Re-identification Under Inclement Weather ConditionCode1
Cycle and Semantic Consistent Adversarial Domain Adaptation for Reducing Simulation-to-Real Domain Shift in LiDAR Bird's Eye View0
Cross-Domain and Disentangled Face Manipulation with 3D GuidanceCode1
Disfluency Detection with Unlabeled Data and Small BERT Models0
Towards Corruption-Agnostic Robust Domain Adaptation0
Domain adaptation based self-correction model for COVID-19 infection segmentation in CT imagesCode0
Visualizing Adapted Knowledge in Domain TransferCode1
Multiple Sclerosis Lesion Analysis in Brain Magnetic Resonance Images: Techniques and Clinical Applications0
A New Class of Efficient Adaptive Filters for Online Nonlinear Modeling0
Cross-Domain Adaptive Clustering for Semi-Supervised Domain AdaptationCode1
ECACL: A Holistic Framework for Semi-Supervised Domain AdaptationCode1
DANICE: Domain adaptation without forgetting in neural image compression0
Back-Training excels Self-Training at Unsupervised Domain Adaptation of Question Generation and Passage RetrievalCode1
The challenges of temporal alignment on Twitter during crisesCode0
Temporal Adaptation of BERT and Performance on Downstream Document Classification: Insights from Social MediaCode1
Recent Advances in Domain Adaptation for the Classification of Remote Sensing Data0
Action Segmentation with Mixed Temporal Domain Adaptation0
Iterative Alignment Flows0
Cross-domain Speech Recognition with Unsupervised Character-level Distribution MatchingCode0
Cross-Domain Label-Adaptive Stance DetectionCode1
UDALM: Unsupervised Domain Adaptation through Language ModelingCode0
Anatomy-guided Multimodal Registration by Learning Segmentation without Ground Truth: Application to Intraprocedural CBCT/MR Liver Segmentation and RegistrationCode1
TSDAE: Using Transformer-based Sequential Denoising Auto-Encoder for Unsupervised Sentence Embedding LearningCode1
Domain Adaptation and Multi-Domain Adaptation for Neural Machine Translation: A Survey0
CXR Segmentation by AdaIN-based Domain Adaptation and Knowledge DistillationCode0
Incremental Multi-Target Domain Adaptation for Object Detection with Efficient Domain TransferCode1
Bridging the Gap Between Clean Data Training and Real-World Inference for Spoken Language Understanding0
A Learnable Self-supervised Task for Unsupervised Domain Adaptation on Point Clouds0
Adversarial Open Domain Adaptation for Sketch-to-Photo SynthesisCode2
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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