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 57515800 of 6439 papers

TitleStatusHype
GANtruth - an unpaired image-to-image translation method for driving scenarios0
Gated Convolutional Neural Networks for Domain Adaptation0
Gaussian Process Domain Experts for Model Adaptation in Facial Behavior Analysis0
Gaussian-Smoothed Sliced Probability Divergences0
Gaze-Assisted Human-Centric Domain Adaptation for Cardiac Ultrasound Image Segmentation0
GCA-3D: Towards Generalized and Consistent Domain Adaptation of 3D Generators0
GCAN: Graph Convolutional Adversarial Network for Unsupervised Domain Adaptation0
GDO: Gradual Domain Osmosis0
GEC-RAG: Improving Generative Error Correction via Retrieval-Augmented Generation for Automatic Speech Recognition Systems0
Generalizable Cone Beam CT Esophagus Segmentation Using Physics-Based Data Augmentation0
Generalizable Multispectral Land Cover Classification via Frequency-Aware Mixture of Low-Rank Token Experts0
Generalization Bounds and Representation Learning for Estimation of Potential Outcomes and Causal Effects0
Generalization Bounds for Domain Adaptation0
Generalization Bounds for Representative Domain Adaptation0
Generalization in Neural Networks: A Broad Survey0
Generalization of Fitness Exercise Recognition from Doppler Measurements by Domain-adaption and Few-Shot Learning0
Generalized Cauchy-Schwarz Divergence and Its Deep Learning Applications0
Generalized Domain Adaptation0
Generalized domain adaptation framework for parametric back-end in speaker recognition0
Generalized Domain Adaptation with Covariate and Label Shift CO-ALignment0
Class-imbalanced Domain Adaptation: An Empirical Odyssey0
Generalized Universal Domain Adaptation with Generative Flow Networks0
Generalized Zero and Few-Shot Transfer for Facial Forgery Detection0
Generalized Zero-Shot Domain Adaptation via Coupled Conditional Variational Autoencoders0
Generalizing a Strongly Lexicalized Parser using Unlabeled Data0
A Systematic Review of Generalization Research in Medical Image Classification0
Adaptation and Generalization for Unknown Sensitive Factors of Variations0
Generalizing Gaze Estimation With Rotation Consistency0
Generalizing Speaker Verification for Spoof Awareness in the Embedding Space0
Generalizing to any diverse distribution: uniformity, gentle finetuning and rebalancing0
Generate, Discriminate, Evolve: Enhancing Context Faithfulness via Fine-Grained Sentence-Level Self-Evolution0
Generating Disambiguating Paraphrases for Structurally Ambiguous Sentences0
Generating Faithful and Complete Hospital-Course Summaries from the Electronic Health Record0
Generating Reliable Pixel-Level Labels for Source Free Domain Adaptation0
Generation, augmentation, and alignment: A pseudo-source domain based method for source-free domain adaptation0
Generation For Adaption: A GAN-Based Approach for 3D Domain Adaption with Point Cloud Data0
Generative Adversarial Learning for Spectrum Sensing0
Generative Adversarial Networks And Domain Adaptation For Training Data Independent Image Registration0
Generative Adversarial Networks for Data Augmentation0
Generative Adversarial Networks for Video-to-Video Domain Adaptation0
Generative AI-based Pipeline Architecture for Increasing Training Efficiency in Intelligent Weed Control Systems0
Generative appearance replay for continual unsupervised domain adaptation0
Generative Distribution Prediction: A Unified Approach to Multimodal Learning0
Generative Domain Adaptation for Face Anti-Spoofing0
Generative Model Based Noise Robust Training for Unsupervised Domain Adaptation0
Generative Self-training for Cross-domain Unsupervised Tagged-to-Cine MRI Synthesis0
Generic and Specialized Word Embeddings for Multi-Domain Machine Translation0
Generic Semi-Supervised Adversarial Subject Translation for Sensor-Based Human Activity Recognition0
GenMix: Effective Data Augmentation with Generative Diffusion Model Image Editing0
GenNext: A Consolidated Domain Adaptable NLG System0
Show:102550
← PrevPage 116 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