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 39013950 of 6439 papers

TitleStatusHype
Semi-supervised Domain Adaptation based on Dual-level Domain Mixing for Semantic SegmentationCode0
Multi-Source Domain Adaptation with Collaborative Learning for Semantic Segmentation0
MeGA-CDA: Memory Guided Attention for Category-Aware Unsupervised Domain Adaptive Object Detection0
Domain Adaptive Robotic Gesture Recognition with Unsupervised Kinematic-Visual Data Alignment0
Vicinal and categorical domain adaptationCode0
Unbalanced minibatch Optimal Transport; applications to Domain AdaptationCode1
Discrepancy-Based Active Learning for Domain AdaptationCode1
Cycle Self-Training for Domain AdaptationCode1
Self-Attentive Spatial Adaptive Normalization for Cross-Modality Domain AdaptationCode1
Unsupervised Domain Adaptation for Image Classification via Structure-Conditioned Adversarial Learning0
SSTN: Self-Supervised Domain Adaptation Thermal Object Detection for Autonomous Driving0
Learning Invariant Representations across Domains and Tasks0
FSDR: Frequency Space Domain Randomization for Domain GeneralizationCode1
Unsupervised Vehicle Re-Identification via Self-supervised Metric Learning using Feature DictionaryCode1
Meta-Curriculum Learning for Domain Adaptation in Neural Machine TranslationCode1
Domain Generalization: A Survey0
Unsupervised Domain Adaptation Network with Category-Centric Prototype Aligner for Biomedical Image Segmentation0
Cross-View Regularization for Domain Adaptive Panoptic SegmentationCode1
Gradual Fine-Tuning for Low-Resource Domain AdaptationCode0
DeepMerge II: Building Robust Deep Learning Algorithms for Merging Galaxy Identification Across DomainsCode1
Fast Adaptation with Linearized Neural Networks0
When Age-Invariant Face Recognition Meets Face Age Synthesis: A Multi-Task Learning FrameworkCode1
Simulation-to-Real domain adaptation with teacher-student learning for endoscopic instrument segmentation0
Pseudo-labeling for Scalable 3D Object Detection0
Unsupervised Domain Adaptation for Cross-Subject Few-Shot Neurological Symptom Detection0
Scalable Causal Domain AdaptationCode0
Uncertainty-Aware Unsupervised Domain Adaptation in Object DetectionCode1
Connecting convex energy-based inference and optimal transport for domain adaptation0
Towards Explaining Expressive Qualities in Piano Recordings: Transfer of Explanatory Features via Acoustic Domain Adaptation0
Surgical Visual Domain Adaptation: Results from the MICCAI 2020 SurgVisDom Challenge0
Domain Adapting Ability of Self-Supervised Learning for Face Recognition0
Mitigating Domain Mismatch in Face Recognition Using Style Matching0
Bridging Adversarial and Statistical Domain Transfer via Spectral Adaptation NetworksCode0
Maximizing Cosine Similarity Between Spatial Features for Unsupervised Domain Adaptation in Semantic Segmentation0
Domain Adaptation for Learning Generator from Paired Few-Shot Data0
PADA: Example-based Prompt Learning for on-the-fly Adaptation to Unseen DomainsCode1
Self-Domain Adaptation for Face Anti-Spoofing0
Self-Supervised Noisy Label Learning for Source-Free Unsupervised Domain Adaptation0
Decision Rule Elicitation for Domain Adaptation0
A Theory of Label Propagation for Subpopulation Shift0
Domain Adaptation in Dialogue Systems using Transfer and Meta-Learning0
Learning Deep Features for Shape Correspondence with Domain Invariance0
Multi-Domain Adaptation in Neural Machine Translation Through Multidimensional TaggingCode0
An Empirical Study on Measuring the Similarity of Sentential Arguments with Language Model Domain Adaptation0
CUPR: Contrastive Unsupervised Learning for Person Re-identification0
Optimizing Black-box Metrics with Iterative Example WeightingCode0
Domain Adaptation for Medical Image Analysis: A Survey0
Domain Impression: A Source Data Free Domain Adaptation MethodCode0
Deep cross-modality (MR-CT) educed distillation learning for cone beam CT lung tumor segmentation0
Improving speech recognition models with small samples for air traffic control systems0
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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