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
HwTscSU’s Submissions on WAT 2022 Shared Task0
Using Language Models to Improve Rule-based Linguistic Annotation of Modern Historical Japanese CorporaCode0
Iterative Constrained Back-Translation for Unsupervised Domain Adaptation of Machine TranslationCode0
Can Data Diversity Enhance Learning Generalization?0
Nested Named Entity Recognition as Corpus Aware Holistic Structure Parsing0
Summarizing Patients’ Problems from Hospital Progress Notes Using Pre-trained Sequence-to-Sequence Models0
Virtual Knowledge Graph Construction for Zero-Shot Domain-Specific Document RetrievalCode0
PlugAT: A Plug and Play Module to Defend against Textual Adversarial Attack0
A Two Stage Adaptation Framework for Frame Detection via Prompt LearningCode0
Unsupervised Domain Adaptation for Text Classification via Meta Self-Paced Learning0
Asymmetric Mutual Learning for Multi-source Unsupervised Sentiment Adaptation with Dynamic Feature Network0
Domain Generalization for Text Classification with Memory-Based Supervised Contrastive LearningCode0
Multi-Prompt Alignment for Multi-Source Unsupervised Domain AdaptationCode0
Increasing Model Generalizability for Unsupervised Domain Adaptation0
Exploiting Instance-based Mixed Sampling via Auxiliary Source Domain Supervision for Domain-adaptive Action DetectionCode1
Improving Multilingual Neural Machine Translation System for Indic Languages0
Stacking Ensemble Learning in Deep Domain Adaptation for Ophthalmic Image Classification0
Unsupervised Domain Adaptation with Histogram-gated Image Translation for Delayered IC Image Analysis0
Ani-GIFs: A benchmark dataset for domain generalization of action recognition from GIFs0
Towards Simple and Efficient Task-Adaptive Pre-training for Text Classification0
Learning and Deploying Robust Locomotion Policies with Minimal Dynamics Randomization0
Towards Bridging the Space Domain Gap for Satellite Pose Estimation using Event Sensing0
DomainATM: Domain Adaptation Toolbox for Medical Data Analysis0
Open-Ended Diverse Solution Discovery with Regulated Behavior Patterns for Cross-Domain Adaptation0
Unsupervised domain adaptation for speech recognition with unsupervised error correction0
Enhancing Data Diversity for Self-training Based Unsupervised Cross-modality Vestibular Schwannoma and Cochlea Segmentation0
Zero-shot Domain Adaptation for Neural Machine Translation with Retrieved Phrase-level Prompts0
Conversational QA Dataset Generation with Answer Revision0
Robust Domain Adaptation for Machine Reading Comprehension0
TeST: Test-time Self-Training under Distribution Shift0
Deep Domain Adaptation for Detecting Bomb Craters in Aerial Images0
Can Shadows Reveal Biometric Information?0
Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future DirectionsCode2
AirFi: Empowering WiFi-based Passive Human Gesture Recognition to Unseen Environment via Domain Generalization0
Consecutive Knowledge Meta-Adaptation Learning for Unsupervised Medical Diagnosis0
Frequency Dropout: Feature-Level Regularization via Randomized Filtering0
High-resolution synthesis of high-density breast mammograms: Application to improved fairness in deep learning based mass detectionCode1
Adversarial Bi-Regressor Network for Domain Adaptive Regression0
Visible-Infrared Person Re-Identification Using Privileged Intermediate InformationCode1
Provably Uncertainty-Guided Universal Domain Adaptation0
Cross Project Software Vulnerability Detection via Domain Adaptation and Max-Margin PrincipleCode1
3D-PL: Domain Adaptive Depth Estimation with 3D-aware Pseudo-LabelingCode1
The Royalflush System for VoxCeleb Speaker Recognition Challenge 20220
Domain Classification-based Source-specific Term Penalization for Domain Adaptation in Hate-speech Detection0
Deep Adaptation of Adult-Child Facial Expressions by Fusing Landmark Features0
Noise transfer for unsupervised domain adaptation of retinal OCT imagesCode0
Memory Consistent Unsupervised Off-the-Shelf Model Adaptation for Source-Relaxed Medical Image Segmentation0
Continual Learning for Class- and Domain-Incremental Semantic Segmentation0
Deliberated Domain Bridging for Domain Adaptive Semantic SegmentationCode1
Balancing Transferability and Discriminability for Unsupervised Domain Adaptation.0
Show:102550
← PrevPage 49 of 129Next →

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