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 23012350 of 6439 papers

TitleStatusHype
Adapting Vehicle Detector to Target Domain by Adversarial Prediction Alignment0
Cross-Domain Label Propagation for Domain Adaptation with Discriminative Graph Self-Learning0
A Fourier Transform Framework for Domain Adaptation0
Few-shot Adaptive Faster R-CNN0
Cross Domain Knowledge Transfer for Unsupervised Vehicle Re-identification0
Cross Domain Knowledge Learning with Dual-branch Adversarial Network for Vehicle Re-identification0
Autoapprentissage pour le regroupement en locuteurs : premi\`eres investigations (First investigations on self trained speaker diarization )0
Cross Domain Image Matching in Presence of Outliers0
AutoAdapt: Automated Segmentation Network Search for Unsupervised Domain Adaptation0
A Flexible Framework for Universal Computational Aberration Correction via Automatic Lens Library Generation and Domain Adaptation0
A Cross-Lingual Meta-Learning Method Based on Domain Adaptation for Speech Emotion Recognition0
Few-shot Adaptive Object Detection with Cross-Domain CutMix0
A Universal Degradation-based Bridging Technique for Domain Adaptive Semantic Segmentation0
Adapting to Latent Subgroup Shifts via Concepts and Proxies0
Cross-Domain Few-Shot Relation Extraction via Representation Learning and Domain Adaptation0
A Unified Pre-training and Adaptation Framework for Combinatorial Optimization on Graphs0
Few-shot 3D Shape Generation0
Cross-Domain Few-Shot Learning with Meta Fine-Tuning0
A Unified Perspective on Multi-Domain and Multi-Task Learning0
Cross-Domain Few-Shot Classification via Inter-Source Stylization0
Cross-domain feature disentanglement for interpretable modeling of tumor microenvironment impact on drug response0
A Unified Multi-Task Semantic Communication System with Domain Adaptation0
Few-shot adaptation for morphology-independent cell instance segmentation0
Cross-Domain Evaluation of Edge Detection for Biomedical Event Extraction0
A Unified Joint Maximum Mean Discrepancy for Domain Adaptation0
Affine Transport for Sim-to-Real Domain Adaptation0
A Unified Framework for Unsupervised Domain Adaptation based on Instance Weighting0
Feed-Forward Latent Domain Adaptation0
How Useful is Continued Pre-Training for Generative Unsupervised Domain Adaptation?0
Cross-Domain Diffusion with Progressive Alignment for Efficient Adaptive Retrieval0
A Unified Framework for Heterogeneous Semi-supervised Learning0
Cross-domain Detection Transformer based on Spatial-aware and Semantic-aware Token Alignment0
Cross-Domain Detection of Abusive Language Online0
Adapting to Label Shift with Bias-Corrected Calibration0
FewSense, Towards a Scalable and Cross-Domain Wi-Fi Sensing System Using Few-Shot Learning0
Federated Source-free Domain Adaptation for Classification: Weighted Cluster Aggregation for Unlabeled Data0
AFAN: Augmented Feature Alignment Network for Cross-Domain Object Detection0
Federated Transfer Component Analysis Towards Effective VNF Profiling0
A Cross-Level Information Transmission Network for Predicting Phenotype from New Genotype: Application to Cancer Precision Medicine0
A Unified Deep Semantic Expansion Framework for Domain-Generalized Person Re-identification0
Federated Semi-Supervised Domain Adaptation via Knowledge Transfer0
A Unified Deep Neural Network for Speaker and Language Recognition0
Cross-Domain Collaborative Learning via Cluster Canonical Correlation Analysis and Random Walker for Hyperspectral Image Classification0
Federated Multi-Target Domain Adaptation0
A Unified Deep Learning Approach for Prediction of Parkinson's Disease0
Cross-Domain Co-Extraction of Sentiment and Topic Lexicons0
AED-PADA:Improving Generalizability of Adversarial Example Detection via Principal Adversarial Domain Adaptation0
Federated Multi-View Synthesizing for Metaverse0
Federated Unsupervised Domain Adaptation for Face Recognition0
Adapting the TTL Romanian POS Tagger to the Biomedical Domain0
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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