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 53015350 of 6439 papers

TitleStatusHype
Domain Adaptive Diabetic Retinopathy Grading with Model Absence and Flowing Data0
Domain Adaptive Ensemble Learning0
Domain-adaptive Fall Detection Using Deep Adversarial Training0
Domain Adaptive Graph Classification0
Domain Adaptive Hand Keypoint and Pixel Localization in the Wild0
Domain-Adaptive Learning: Unsupervised Adaptation for Histology Images with Improved Loss Function Combination0
Domain Adaptive Multibranch Networks0
Domain Adaptive Neural Networks for Object Recognition0
Domain-Adaptive Neural Posterior Estimation for Strong Gravitational Lens Analysis0
Domain Adaptive Nuclei Instance Segmentation and Classification via Category-aware Feature Alignment and Pseudo-labelling0
Domain Adaptive Person Re-Identification via Camera Style Generation and Label Propagation0
Domain Adaptive Relational Reasoning for 3D Multi-Organ Segmentation0
Domain Adaptive Robotic Gesture Recognition with Unsupervised Kinematic-Visual Data Alignment0
Domain Adaptive Semantic Segmentation by Optimal Transport0
Domain Adaptive Semantic Segmentation Using Weak Labels0
Domain Adaptive SiamRPN++ for Object Tracking in the Wild0
Domain Adaptive Skin Lesion Classification via Conformal Ensemble of Vision Transformers0
Domain Adaptive Transfer Learning for Fault Diagnosis0
Domain Adaptive Transfer Learning with Specialist Models0
Domain Adaptive Unfolded Graph Neural Networks0
Domain Adaptive YOLO for One-Stage Cross-Domain Detection0
Domain Adversarial Reinforcement Learning for Partial Domain Adaptation0
Domain Adversarial Training: A Game Perspective0
Domain-Adversarial Training of Self-Attention Based Networks for Land Cover Classification using Multi-temporal Sentinel-2 Satellite Imagery0
Domain Aggregation Networks for Multi-Source Domain Adaptation0
Domain-Agnostic Learning with Anatomy-Consistent Embedding for Cross-Modality Liver Segmentation0
Domain-Agnostic Mutual Prompting for Unsupervised Domain Adaptation0
Domain-Agnostic Prior for Transfer Semantic Segmentation0
Domain Aligned CLIP for Few-shot Classification0
Domain Alignment with Triplets0
Domain and Geometry Agnostic CNNs for Left Atrium Segmentation in 3D Ultrasound0
DomainATM: Domain Adaptation Toolbox for Medical Data Analysis0
Domain Attention with an Ensemble of Experts0
Domain-Augmented Domain Adaptation0
Domain-Aware Fine-Tuning of Foundation Models0
Domain-aware Neural Language Models for Speech Recognition0
Domain-Aware Unsupervised Hyperspectral Reconstruction for Aerial Image Dehazing0
Domain Bridge for Unpaired Image-to-Image Translation and Unsupervised Domain Adaptation0
Domain Camera Adaptation and Collaborative Multiple Feature Clustering for Unsupervised Person Re-ID0
Domain Classification-based Source-specific Term Penalization for Domain Adaptation in Hate-speech Detection0
Domain Confused Contrastive Learning for Unsupervised Domain Adaptation0
Domain Confusion with Self Ensembling for Unsupervised Adaptation0
Domain Consistency Regularization for Unsupervised Multi-source Domain Adaptive Classification0
Domain Control for Neural Machine Translation0
Domain Curiosity: Learning Efficient Data Collection Strategies for Domain Adaptation0
Domain Decluttering: Simplifying Images to Mitigate Synthetic-Real Domain Shift and Improve Depth Estimation0
Domain Discrepancy Measure for Complex Models in Unsupervised Domain Adaptation0
Domain Divergences: a Survey and Empirical Analysis0
Domain Engineering for Applied Monocular Reconstruction of Parametric Faces0
Domain Expansion via Network Adaptation for Solving Inverse Problems0
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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