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 44514500 of 6439 papers

TitleStatusHype
Automated Synthetic-to-Real GeneralizationCode1
FADACS: A Few-shot Adversarial Domain Adaptation Architecture for Context-Aware Parking Availability Sensing0
Dual-Teacher: Integrating Intra-domain and Inter-domain Teachers for Annotation-efficient Cardiac Segmentation0
Pose-aware Adversarial Domain Adaptation for Personalized Facial Expression Recognition0
Joint Partial Optimal Transport for Open Set Domain Adaptation0
Patient-Specific Domain Adaptation for Fast Optical Flow Based on Teacher-Student Knowledge Transfer0
Synthetic-to-Real Domain Adaptation for Lane Detection0
Domain Adaptation with Auxiliary Target Domain-Oriented ClassifierCode1
Segmentation of Pulmonary Opacification in Chest CT Scans of COVID-19 PatientsCode1
Self domain adapted networkCode1
Dual Mixup Regularized Learning for Adversarial Domain Adaptation0
Scribble-based Domain Adaptation via Co-segmentationCode1
Domain Adaptation for Ultrasound Beamforming0
Estimating Generalization under Distribution Shifts via Domain-Invariant RepresentationsCode1
Cycle-StarNet: Bridging the gap between theory and data by leveraging large datasetsCode1
Interpreting Stellar Spectra with Unsupervised Domain Adaptation0
Collaborative Unsupervised Domain Adaptation for Medical Image DiagnosisCode1
Weakly Supervised Domain Adaptation for Built-up Region Segmentation in Aerial and Satellite ImageryCode0
Contextual-Relation Consistent Domain Adaptation for Semantic SegmentationCode0
Domain Adaptation without Source DataCode1
Continuously Indexed Domain AdaptationCode1
Domain Adaptation for Robust Workload Level Alignment Between Sessions and Subjects using fNIRS0
Curriculum Manager for Source Selection in Multi-Source Domain Adaptation0
Sequential Domain Adaptation through Elastic Weight Consolidation for Sentiment Analysis0
Continuously Index Domain AdaptationCode1
Rethink Maximum Mean Discrepancy for Domain Adaptation0
Adversarial Network with Multiple Classifiers for Open Set Domain Adaptation0
Online Domain Adaptation for Occupancy MappingCode1
Overcoming Concept Shift in Domain-Aware Settings through Consolidated Internal DistributionsCode0
Xiaomi's Submissions for IWSLT 2020 Open Domain Translation Task0
NAIST's Machine Translation Systems for IWSLT 2020 Conversational Speech Translation Task0
Domain Adaptation and Instance Selection for Disease Syndrome Classification over Veterinary Clinical Notes0
Improving Document-Level Neural Machine Translation with Domain Adaptation0
Towards Understanding ASR Error Correction for Medical Conversations0
Multi-Task Supervised Pretraining for Neural Domain Adaptation0
Adversarial and Domain-Aware BERT for Cross-Domain Sentiment Analysis0
OpusFilter: A Configurable Parallel Corpus Filtering Toolbox0
Learning Efficient Dialogue Policy from Demonstrations through Shaping0
Meta-Reinforced Multi-Domain State Generator for Dialogue Systems0
Multi-source Meta Transfer for Low Resource Multiple-Choice Question Answering0
Multi-Cell Compositional LSTM for NER Domain Adaptation0
Uniform Priors for Data-Efficient Transfer0
Image-level Harmonization of Multi-Site Data using Image-and-Spatial Transformer NetworksCode1
Leveraging Temporal Information for 3D Detection and Domain AdaptationCode1
Object Detection Under Rainy Conditions for Autonomous Vehicles: A Review of State-of-the-Art and Emerging Techniques0
A Simple Domain Shifting Networkfor Generating Low Quality ImagesCode0
Unsupervised Calibration under Covariate Shift0
A No-Free-Lunch Theorem for MultiTask Learning0
Semi-supervised Collaborative Filtering by Text-enhanced Domain AdaptationCode1
1st Place Solution for Waymo Open Dataset Challenge -- 3D Detection and Domain Adaptation0
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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