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 64016439 of 6439 papers

TitleStatusHype
Rep\'erage des entit\'es nomm\'ees pour l'arabe : adaptation non-supervis\'ee et combinaison de syst\`emes (Named Entity Recognition for Arabic : Unsupervised adaptation and Systems combination) [in French]0
Le corpus Sequoia : annotation syntaxique et exploitation pour l'adaptation d'analyseur par pont lexical (The Sequoia Corpus : Syntactic Annotation and Use for a Parser Lexical Domain Adaptation Method) [in French]0
Post-\'edition statistique pour l'adaptation aux domaines de sp\'ecialit\'e en traduction automatique (Statistical Post-Editing of Machine Translation for Domain Adaptation) [in French]0
Etude de diff\'erentes strat\'egies d'adaptation \`a un nouveau domaine en fouille d'opinion (Study of various strategies for adapting an opinion classifier to a new domain) [in French]0
Impact du degr\'e de supervision sur l'adaptation \`a un domaine d'un mod\`ele de langage \`a partir du Web (Impact of the level of supervision on Web-based language model domain adaptation) [in French]0
Unsupervised Content Discovery from Concise Summaries0
Analysing the Effect of Out-of-Domain Data on SMT Systems0
The TALP-UPC phrase-based translation systems for WMT12: Morphology simplification and domain adaptation0
Evaluating the Learning Curve of Domain Adaptive Statistical Machine Translation Systems0
Selecting Data for English-to-Czech Machine Translation0
Twitter Translation using Translation-Based Cross-Lingual Retrieval0
Domain Adaptation of Coreference Resolution for Radiology Reports0
Analyzing Urdu Social Media for Sentiments using Transfer Learning with Controlled Translations0
Graph-Based Lexicon Expansion with Sparsity-Inducing Penalties0
The PASCAL Challenge on Grammar Induction0
Effort of Genre Variation and Prediction of System Performance0
The WeSearch Corpus, Treebank, and Treecache -- A Comprehensive Sample of User-Generated Content0
Domain-specific vs. Uniform Modeling for Coreference Resolution0
Using a Goodness Measurement for Domain Adaptation: A Case Study on Chinese Word Segmentation0
Service Composition Scenarios for Task-Oriented Translation0
Automatic Translation of Scientific Documents in the HAL Archive0
Holaaa!! writin like u talk is kewl but kinda hard 4 NLP0
Dependency Parsing Domain Adaptation using Transductive SVM0
PLUTO: Automated Solutions for Patent Translation0
Character-Based Pivot Translation for Under-Resourced Languages and Domains0
Recall-Oriented Learning of Named Entities in Arabic Wikipedia0
Perplexity Minimization for Translation Model Domain Adaptation in Statistical Machine Translation0
Co-Training for Domain Adaptation0
A Two-Stage Weighting Framework for Multi-Source Domain Adaptation0
Individual and Domain Adaptation in Sentence Planning for Dialogue0
Exploiting weakly-labeled Web images to improve object classification: a domain adaptation approach0
Co-regularization Based Semi-supervised Domain Adaptation0
Cross-Lingual Adaptation using Structural Correspondence LearningCode1
Frustratingly Easy Domain Adaptation0
Domain Adaptation: Learning Bounds and Algorithms0
An Empirical Analysis of Domain Adaptation Algorithms for Genomic Sequence Analysis0
Domain Adaptation with Multiple Sources0
Learning Bounds for Domain Adaptation0
Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classification0
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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