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 33513400 of 6439 papers

TitleStatusHype
Cycle monotonicity of adversarial attacks for optimal domain adaptation0
Source-Target Unified Knowledge Distillation for Memory-Efficient Federated Domain Adaptation on Edge Devices0
Universal Controllers with Differentiable Physics for Online System Identification0
Fast and Sample-Efficient Domain Adaptation for Autoencoder-Based End-to-End Communication0
Uncertainty-aware Mean Teacher for Source-free Unsupervised Domain Adaptive 3D Object Detection0
Unsupervised Domain Adaptation in Semantic Segmentation Based on Pixel Alignment and Self-Training0
Hybrid Dynamic Contrast and Probability Distillation for Unsupervised Person Re-Id0
Knowledge Transfer based Evolutionary Deep Neural Network for Intelligent Fault Diagnosis0
Evaluation of Deep Neural Network Domain Adaptation Techniques for Image RecognitionCode1
Semi-Supervised Adversarial Discriminative Domain AdaptationCode0
Introspective Robot Perception using Smoothed Predictions from Bayesian Neural Networks0
Training on Test Data with Bayesian Adaptation for Covariate Shift0
DAMix: A Density-Aware Mixup Augmentation for Single Image Dehazing under Domain Shift0
Multi-source Few-shot Domain Adaptation0
Unsupervised Cross-Modality Domain Adaptation for Segmenting Vestibular Schwannoma and Cochlea with Data Augmentation and Model Ensemble0
Self-Training Based Unsupervised Cross-Modality Domain Adaptation for Vestibular Schwannoma and Cochlea Segmentation0
BERTweetFR : Domain Adaptation of Pre-Trained Language Models for French Tweets0
The Trade-offs of Domain Adaptation for Neural Language Models0
Comparison of single and multitask learning for predicting cognitive decline based on MRI dataCode0
Multi-Source Video Domain Adaptation with Temporal Attentive Moment Alignment0
Ultrasound Domain Adaptation Using Frequency Domain Analysis0
Learning Kernel-Smoothed Machine Translation with Retrieved ExamplesCode1
Language Identification with a Reciprocal Rank ClassifierCode0
Improving Span Representation for Domain-adapted Coreference ResolutionCode0
Unsupervised Domain Adaptation with Semantic Consistency across Heterogeneous Modalities for MRI Prostate Lesion Segmentation0
Source-Free Domain Adaptive Fundus Image Segmentation with Denoised Pseudo-LabelingCode1
Joint Distribution Alignment via Adversarial Learning for Domain Adaptive Object DetectionCode1
CaTGrasp: Learning Category-Level Task-Relevant Grasping in Clutter from SimulationCode1
Unsupervised Domain Adaptation for Semantic Segmentation via Low-level Edge Information Transfer0
Self-Adaptive Partial Domain Adaptation0
S^3VAADA: Submodular Subset Selection for Virtual Adversarial Active Domain AdaptationCode1
Task-adaptive Pre-training of Language Models with Word Embedding Regularization0
Topological Structure and Semantic Information Transfer Network for Cross-Scene Hyperspectral Image ClassificationCode1
Unsupervised domain adaptation with non-stochastic missing dataCode0
Learnable Multi-level Frequency Decomposition and Hierarchical Attention Mechanism for Generalized Face Presentation Attack DetectionCode1
On the inductive biases of deep domain adaptation0
Translation Transformers Rediscover Inherent Data DomainsCode0
Cross-lingual Transfer of Monolingual Models0
On the Complementarity of Data Selection and Fine Tuning for Domain Adaptation0
Efficient Domain Adaptation of Language Models via Adaptive Tokenization0
Foreground Object Structure Transfer for Unsupervised Domain Adaptation0
Cross-Region Domain Adaptation for Class-level Alignment0
Camera-Tracklet-Aware Contrastive Learning for Unsupervised Vehicle Re-IdentificationCode0
Non-Parametric Unsupervised Domain Adaptation for Neural Machine TranslationCode1
Different Strokes for Different Folks: Investigating Appropriate Further Pre-training Approaches for Diverse Dialogue Tasks0
Cross-Modality Domain Adaptation for Vestibular Schwannoma and Cochlea Segmentation0
Unsupervised domain adaptation for cross-modality liver segmentation via joint adversarial learning and self-learningCode1
Task Guided Compositional Representation Learning for ZDA0
Adversarially Trained Object Detector for Unsupervised Domain Adaptation0
CDTrans: Cross-domain Transformer for Unsupervised Domain AdaptationCode1
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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