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 62516300 of 6439 papers

TitleStatusHype
SoMeWeTa: A Part-of-Speech Tagger for German Social Media and Web TextsCode0
Partial Domain Adaptation without Domain AlignmentCode0
Cross-domain and Cross-dimension Learning for Image-to-Graph TransformersCode0
Cross-Domain Adversarial Auto-EncoderCode0
Source Class Selection with Label Propagation for Partial Domain AdaptationCode0
Partially-Shared Variational Auto-encoders for Unsupervised Domain Adaptation with Target ShiftCode0
Cross-Domain Adaptation of Spoken Language Identification for Related Languages: The Curious Case of Slavic LanguagesCode0
Unsupervised Domain Adaptation for Brain Vessel Segmentation through Transwarp Contrastive LearningCode0
Source-free Active Domain Adaptation for Diabetic Retinopathy Grading Based on Ultra-wide-field Fundus ImageCode0
Cross-Dataset Adaptation for Instrument Classification in Cataract Surgery VideosCode0
Cross-Age and Cross-Site Domain Shift Impacts on Deep Learning-Based White Matter Fiber Estimation in Newborn and Baby BrainsCode0
A review of domain adaptation without target labelsCode0
Source-Free Collaborative Domain Adaptation via Multi-Perspective Feature Enrichment for Functional MRI AnalysisCode0
Crisis Domain Adaptation Using Sequence-to-sequence TransformersCode0
PathSeqSAM: Sequential Modeling for Pathology Image Segmentation with SAM2Code0
CR-COPEC: Causal Rationale of Corporate Performance Changes to Learn from Financial ReportsCode0
COVID-19 Detection in Chest X-Ray Images using a New Channel Boosted CNNCode0
Boosting Cross-Domain Speech Recognition with Self-SupervisionCode0
Source-Free Domain Adaptation for Question Answering with Masked Self-trainingCode0
A joint model of unpaired data from scRNA-seq and spatial transcriptomics for imputing missing gene expression measurementsCode0
Unsupervised JPEG Domain Adaptation for Practical Digital Image ForensicsCode0
ZoDi: Zero-Shot Domain Adaptation with Diffusion-Based Image TransferCode0
Effective Dual-Region Augmentation for Reduced Reliance on Large Amounts of Labeled DataCode0
Are Large Language Models Robust Coreference Resolvers?Code0
EEG-DG: A Multi-Source Domain Generalization Framework for Motor Imagery EEG ClassificationCode0
Towards Training Music Taggers on Synthetic DataCode0
COVID-19 detection from pulmonary CT scans using a novel EfficientNet with attention mechanismCode0
Echo-aware Adaptation of Sound Event Localization and Detection in Unknown EnvironmentsCode0
ECAP: Extensive Cut-and-Paste Augmentation for Unsupervised Domain Adaptive Semantic SegmentationCode0
Source-Free Domain Adaptation Guided by Vision and Vision-Language Pre-TrainingCode0
Personality Analysis from Online Short Video Platforms with Multi-domain AdaptationCode0
Source-Free Domain Adaptation for SSVEP-based Brain-Computer InterfacesCode0
Source-Free Domain Adaptation of Weakly-Supervised Object Localization Models for HistologyCode0
ArchiMeDe @ DANKMEMES: A New Model Architecture for Meme DetectionCode0
Source-Free Domain Adaptation via Distribution EstimationCode0
Mutual Information-driven Subject-invariant and Class-relevant Deep Representation Learning in BCICode0
Easy Adaptation to Mitigate Gender Bias in Multilingual Text ClassificationCode0
EANet: Enhancing Alignment for Cross-Domain Person Re-identificationCode0
Coupled Generative Adversarial NetworksCode0
Boosting Cross-Domain Point Classification via Distilling Relational Priors from 2D TransformersCode0
Co-Training for Unsupervised Domain Adaptation of Semantic Segmentation ModelsCode0
Dynamic Weighted Adversarial Learning for Semi-Supervised Classification under Intersectional Class MismatchCode0
AdaptiVocab: Enhancing LLM Efficiency in Focused Domains through Lightweight Vocabulary AdaptationCode0
Co-Teaching for Unsupervised Domain Adaptation and ExpansionCode0
Cost-effective Framework for Gradual Domain Adaptation with MultifidelityCode0
COSTAR: Improved Temporal Counterfactual Estimation with Self-Supervised LearningCode0
Unsupervised Domain Adaptation for Depth Prediction from ImagesCode0
Dynamic Data Selection and Weighting for Iterative Back-TranslationCode0
A3: Active Adversarial Alignment for Source-Free Domain AdaptationCode0
PIG: Prompt Images Guidance for Night-Time Scene ParsingCode0
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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