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 30013050 of 6439 papers

TitleStatusHype
Integrated Multiscale Domain Adaptive YOLO0
Simulation-to-Reality domain adaptation for offline 3D object annotation on pointclouds with correlation alignment0
Low-confidence Samples Matter for Domain AdaptationCode0
DeepSTAPLE: Learning to predict multimodal registration quality for unsupervised domain adaptation0
Malleable Agents for Re-Configurable Robotic Manipulators0
Different Affordances on Facebook and SMS Text Messaging Do Not Impede Generalization of Language-Based Predictive Models0
Practical Imitation Learning in the Real World via Task Consistency Loss0
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
Few-shot Unsupervised Domain Adaptation for Multi-modal Cardiac Image SegmentationCode1
Shuffle Augmentation of Features from Unlabeled Data for Unsupervised Domain Adaptation0
ResiDualGAN: Resize-Residual DualGAN for Cross-Domain Remote Sensing Images Semantic SegmentationCode1
Controlling Directions Orthogonal to a ClassifierCode1
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
A Privacy-Preserving Unsupervised Domain Adaptation Framework for Clinical Text Analysis0
Knowledge Sharing via Domain Adaptation in Customs Fraud Detection0
Continual Coarse-to-Fine Domain Adaptation in Semantic SegmentationCode0
BDA-SketRet: Bi-Level Domain Adaptation for Zero-Shot SBIR0
Unsupervised Reinforcement Adaptation for Class-Imbalanced TextClassification0
LongChecker: Improving scientific claim verification by modeling full-abstract context0
XQA-DST: Multi-Domain and Multi-Lingual Dialogue State Tracking0
GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval0
Improving both domain robustness and domain adaptability in machine translation0
Efficient Machine Translation Domain Adaptation0
Efficient Hierarchical Domain Adaptation for Pretrained Language Models0
Multi-Sparse-Domain Collaborative Recommendation via Enhanced Comprehensive Aspect Preference Learning0
GearNet: Stepwise Dual Learning for Weakly Supervised Domain AdaptationCode1
Robust Scatterer Number Density Segmentation of Ultrasound Images0
Domain Adaptation via Bidirectional Cross-Attention Transformer0
Deep Optimal Transport for Domain Adaptation on SPD ManifoldsCode0
Transferability in Deep Learning: A Survey0
Moses: Efficient Exploitation of Cross-device Transferable Features for Tensor Program Optimization0
The Dark Side of the Language: Pre-trained Transformers in the DarkNet0
Domain Adaptation in LiDAR Semantic Segmentation via Alternating Skip Connections and Hybrid Learning0
Cost-Effective Training in Low-Resource Neural Machine Translation0
Domain-shift adaptation via linear transformationsCode0
Unsupervised Domain Adaptation for Cross-Modality Retinal Vessel Segmentation via Disentangling Representation Style Transfer and Collaborative Consistency LearningCode1
Self-semantic contour adaptation for cross modality brain tumor segmentation0
Depth Estimation from Single-shot Monocular Endoscope Image Using Image Domain Adaptation And Edge-Aware Depth Estimation0
Unsupervised Domain Adaptive Person Re-id with Local-enhance and Prototype Dictionary Learning0
DANNTe: a case study of a turbo-machinery sensor virtualization under domain shift0
A Likelihood Ratio based Domain Adaptation Method for E2E Models0
Preserving Domain Private Representation via Mutual Information Maximization0
Learning from Synthetic InSAR with Vision Transformers: The case of volcanic unrest detectionCode1
CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea SegmentationCode1
FogAdapt: Self-Supervised Domain Adaptation for Semantic Segmentation of Foggy Images0
Deep Domain Adversarial Adaptation for Photon-efficient ImagingCode0
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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