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 52515300 of 6439 papers

TitleStatusHype
KRADA: Known-region-aware Domain Alignment for Open-set Domain Adaptation in Semantic SegmentationCode0
Domain-Adaptive Pre-training of Self-Supervised Foundation Models for Medical Image Classification in Gastrointestinal EndoscopyCode0
KULeuven-LIIR at SemEval-2017 Task 12: Cross-Domain Temporal Information Extraction from Clinical RecordsCode0
KunquDB: An Attempt for Speaker Verification in the Chinese Opera ScenarioCode0
Label Alignment Regularization for Distribution ShiftCode0
Constrained domain adaptation for Image segmentationCode0
Domain adaptive pose estimation via multi-level alignmentCode0
Domain Adaptive Multiple Instance Learning for Instance-level Prediction of Pathological ImagesCode0
Label Noise: Ignorance Is BlissCode0
Unsupervised Domain Adaptation for Self-Driving from Past Traversal FeaturesCode0
Joint Progressive Knowledge Distillation and Unsupervised Domain AdaptationCode0
Unsupervised Domain Adaptation for Semantic Segmentation via Class-Balanced Self-TrainingCode0
What is the Effect of Importance Weighting in Deep Learning?Code0
Pseudolabel guided pixels contrast for domain adaptive semantic segmentationCode0
Adaptiope: A Modern Benchmark for Unsupervised Domain AdaptationCode0
Unsupervised Pixel-Level Domain Adaptation with Generative Adversarial NetworksCode0
Unsupervised Domain Adaptation for Semantic Segmentation using One-shot Image-to-Image Translation via Latent Representation MixingCode0
Consistency Regularization for Domain AdaptationCode0
Gotta Adapt 'Em All: Joint Pixel and Feature-Level Domain Adaptation for Recognition in the WildCode0
Pseudo Label Refinery for Unsupervised Domain Adaptation on Cross-dataset 3D Object DetectionCode0
Domain-adaptive Message Passing Graph Neural NetworkCode0
Zero-Shot Domain Adaptation in CT Segmentation by Filtered Back Projection AugmentationCode0
Domain Adaptive Graph Neural Networks for Constraining Cosmological Parameters Across Multiple Data SetsCode0
Joint-Optimized Unsupervised Adversarial Domain Adaptation in Remote Sensing Segmentation with Prompted Foundation ModelCode0
Vision Transformer-based Adversarial Domain AdaptationCode0
Language Identification with a Reciprocal Rank ClassifierCode0
Pulling Target to Source: A New Perspective on Domain Adaptive Semantic SegmentationCode0
Strong Baselines for Neural Semi-supervised Learning under Domain ShiftCode0
Joint Domain Alignment and Discriminative Feature Learning for Unsupervised Deep Domain AdaptationCode0
Unsupervised Reinforcement Adaptation for Class-Imbalanced Text ClassificationCode0
Domain-Adaptive Full-Face Gaze Estimation via Novel-View-Synthesis and Feature DisentanglementCode0
Consistency Regularisation for Unsupervised Domain Adaptation in Monocular Depth EstimationCode0
Joint Distribution Optimal Transportation for Domain AdaptationCode0
Domain Adaptive Dialog Generation via Meta LearningCode0
Domain Adaptive Decision Trees: Implications for Accuracy and FairnessCode0
Unsupervised Domain Adaptation for Sparse Retrieval by Filling Vocabulary and Word Frequency GapsCode0
Fair Classification via Domain Adaptation: A Dual Adversarial Learning ApproachCode0
Large-Scale Optimal Transport and Mapping EstimationCode0
Domain Adaptive and Fine-grained Anomaly Detection for Single-cell Sequencing Data and BeyondCode0
Activation Regression for Continuous Domain Generalization with Applications to Crop ClassificationCode0
QA Domain Adaptation using Hidden Space Augmentation and Self-Supervised Contrastive AdaptationCode0
Adversarial Feature Augmentation for Unsupervised Domain AdaptationCode0
Consistency Prototype Module and Motion Compensation for Few-Shot Action Recognition (CLIP-CPM^2C)Code0
Computing high-dimensional optimal transport by flow neural networksCode0
Q-TOD: A Query-driven Task-oriented Dialogue SystemCode0
We Need to Talk About Random SplitsCode0
Latent Space Regularization for Unsupervised Domain Adaptation in Semantic SegmentationCode0
Consensus Focus for Object Detection and minority classesCode0
JCSE: Contrastive Learning of Japanese Sentence Embeddings and Its ApplicationsCode0
TOP-Training: Target-Oriented Pretraining for Medical Extractive Question AnsweringCode0
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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