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 35513600 of 6439 papers

TitleStatusHype
SMILE: Sequence-to-Sequence Domain Adaption with Minimizing Latent Entropy for Text Image RecognitionCode0
Augmentation based unsupervised domain adaptation0
Multi-Source Unsupervised Domain Adaptation via Pseudo Target Domain0
Deep learning based domain adaptation for mitochondria segmentation on EM volumesCode0
Assessing the State of Self-Supervised Human Activity Recognition using Wearables0
Domain Adaptation in Neural Machine Translation using a Qualia-Enriched FrameNet0
Domain-Augmented Domain Adaptation0
Enhancing Affective Representations of Music-Induced EEG through Multimodal Supervision and latent Domain AdaptationCode0
BP-Triplet Net for Unsupervised Domain Adaptation: A Bayesian Perspective0
Exploring Adversarially Robust Training for Unsupervised Domain AdaptationCode0
REFUGE2 Challenge: A Treasure Trove for Multi-Dimension Analysis and Evaluation in Glaucoma Screening0
Echo-aware Adaptation of Sound Event Localization and Detection in Unknown EnvironmentsCode0
Domain Adaptation of low-resource Target-Domain models using well-trained ASR Conformer Models0
EF-Train: Enable Efficient On-device CNN Training on FPGA Through Data Reshaping for Online Adaptation or Personalization0
Beyond Deterministic Translation for Unsupervised Domain AdaptationCode0
Domain Adaptation with Representation Learning and Nonlinear Relation for Time SeriesCode0
Cleaning Noisy Labels by Negative Ensemble Learning for Source-Free Unsupervised Domain Adaptation0
Domain-Invariant Proposals based on a Balanced Domain Classifier for Object Detection0
Robust alignment of cross-session recordings of neural population activity by behaviour via unsupervised domain adaptation0
Positive-Unlabeled Domain Adaptation0
Domain Adversarial Training: A Game Perspective0
Amplitude Spectrum Transformation for Open Compound Domain Adaptive Semantic Segmentation0
Cost-effective Framework for Gradual Domain Adaptation with MultifidelityCode0
Integrated Multiscale Domain Adaptive YOLO0
Low-confidence Samples Matter for Domain AdaptationCode0
Simulation-to-Reality domain adaptation for offline 3D object annotation on pointclouds with correlation alignment0
Malleable Agents for Re-Configurable Robotic Manipulators0
DeepSTAPLE: Learning to predict multimodal registration quality for unsupervised domain adaptation0
Practical Imitation Learning in the Real World via Task Consistency Loss0
Different Affordances on Facebook and SMS Text Messaging Do Not Impede Generalization of Language-Based Predictive Models0
The CORAL++ Algorithm for Unsupervised Domain Adaptation of Speaker Recogntion0
On Balancing Bias and Variance in Unsupervised Multi-Source-Free Domain AdaptationCode0
Multiple-Source Domain Adaptation via Coordinated Domain Encoders and Paired ClassifiersCode0
Shuffle Augmentation of Features from Unlabeled Data for Unsupervised Domain Adaptation0
Unsupervised Domain Adaptation for Vestibular Schwannoma and Cochlea Segmentation via Semi-supervised Learning and Label Fusion0
E-ADDA: Unsupervised Adversarial Domain Adaptation Enhanced by a New Mahalanobis Distance Loss for Smart Computing0
Deep Attention-Based Supernovae Classification of Multi-Band Light-Curves0
Knowledge Sharing via Domain Adaptation in Customs Fraud Detection0
A Privacy-Preserving Unsupervised Domain Adaptation Framework for Clinical Text Analysis0
Continual Coarse-to-Fine Domain Adaptation in Semantic SegmentationCode0
BDA-SketRet: Bi-Level Domain Adaptation for Zero-Shot SBIR0
GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval0
Unsupervised Reinforcement Adaptation for Class-Imbalanced TextClassification0
Robust Scatterer Number Density Segmentation of Ultrasound Images0
LongChecker: Improving scientific claim verification by modeling full-abstract context0
Efficient Hierarchical Domain Adaptation for Pretrained Language Models0
Efficient Machine Translation Domain Adaptation0
XQA-DST: Multi-Domain and Multi-Lingual Dialogue State Tracking0
Improving both domain robustness and domain adaptability in machine translation0
Multi-Sparse-Domain Collaborative Recommendation via Enhanced Comprehensive Aspect Preference Learning0
Show:102550
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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