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 34013450 of 6439 papers

TitleStatusHype
Cross-Market Product RecommendationCode1
Domain Adaptation by Maximizing Population Correlation with Neural Architecture Search0
Unsupervised Domain Adaptation Schemes for Building ASR in Low-resource Languages0
Unsupervised Domain Adaptive Learning via Synthetic Data for Person Re-identification0
MLReal: Bridging the gap between training on synthetic data and real data applications in machine learning0
TACS: Taxonomy Adaptive Cross-Domain Semantic SegmentationCode1
Pre-train or Annotate? Domain Adaptation with a Constrained BudgetCode1
Rule-based Morphological Inflection Improves Neural Terminology TranslationCode0
Efficient Nearest Neighbor Language ModelsCode1
Towards Robust Cross-domain Image Understanding with Unsupervised Noise Removal0
Generation, augmentation, and alignment: A pseudo-source domain based method for source-free domain adaptation0
Generalised Unsupervised Domain Adaptation of Neural Machine Translation with Cross-Lingual Data SelectionCode0
On Characterizing the Trade-off in Invariant Representation LearningCode0
Cross-Site Severity Assessment of COVID-19 from CT Images via Domain Adaptation0
Grassmannian Graph-attentional Landmark Selection for Domain Adaptation0
Improving Transferability of Domain Adaptation Networks Through Domain Alignment LayersCode0
Bridging the Gap between Events and Frames through Unsupervised Domain AdaptationCode1
Automatic Online Multi-Source Domain AdaptationCode0
Dual-Camera Super-Resolution with Aligned Attention ModulesCode1
Multi-source Domain Adaptation Using Gradient Reversal Layer for Mitotic Cell Detection0
On-target AdaptationCode1
Adversarial Robustness for Unsupervised Domain Adaptation0
Benchmarking the Robustness of Instance Segmentation Models0
Source Class Selection with Label Propagation for Partial Domain AdaptationCode0
Domain Adaptation for Hindi-Telugu Machine Translation Using Domain Specific Back Translation0
Addressing Slot-Value Changes in Task-oriented Dialogue Systems through Dialogue Domain Adaptation0
Conditional Extreme Value Theory for Open Set Video Domain AdaptationCode0
Assessing domain adaptation techniques for mitosis detection in multi-scanner breast cancer histopathology imagesCode0
DILBERT: Customized Pre-Training for Domain Adaptation withCategory Shift, with an Application to Aspect ExtractionCode1
Two-step Domain Adaptation for Mitosis Cell Detection in Histopathology Images0
Robust Retrieval Augmented Generation for Zero-shot Slot FillingCode1
Contrastive Domain Adaptation for Question Answering using Limited Text CorporaCode1
One-shot domain adaptation for semantic face editing of real world images using StyleALAE0
Aligning Hotel Embeddings using Domain Adaptation for Next-Item Recommendation0
Enlisting 3D Crop Models and GANs for More Data Efficient and Generalizable Fruit DetectionCode1
Neuron-level Interpretation of Deep NLP Models: A Survey0
Partial Domain Adaptation without Domain AlignmentCode0
Student Surpasses Teacher: Imitation Attack for Black-Box NLP APIs0
Stagewise Unsupervised Domain Adaptation with Adversarial Self-Training for Road Segmentation of Remote Sensing ImagesCode1
Uncertainty-Aware Model Adaptation for Unsupervised Cross-Domain Object Detection0
Improving Semi-Supervised and Domain-Adaptive Semantic Segmentation with Self-Supervised Depth EstimationCode1
A Dual Adversarial Calibration Framework for Automatic Fetal Brain Biometry0
Reiterative Domain Aware Multi-Target Adaptation0
Learning Cross-modal Contrastive Features for Video Domain Adaptation0
Cross-category Video Highlight Detection via Set-based LearningCode1
Generalize then Adapt: Source-Free Domain Adaptive Semantic SegmentationCode1
Domain Adaptation for Real-World Single View 3D Reconstruction0
Tune it the Right Way: Unsupervised Validation of Domain Adaptation via Soft Neighborhood DensityCode1
Meta Self-Learning for Multi-Source Domain Adaptation: A BenchmarkCode1
Exploring the Quality of GAN Generated Images for Person Re-Identification0
Show:102550
← PrevPage 69 of 129Next →

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