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 27512800 of 6439 papers

TitleStatusHype
Survey on Unsupervised Domain Adaptation for Semantic Segmentation for Visual Perception in Automated Driving0
Weight-based Mask for Domain Adaptation0
Towards Realizing the Value of Labeled Target Samples: a Two-Stage Approach for Semi-Supervised Domain Adaptation0
CHATTY: Coupled Holistic Adversarial Transport Terms with Yield for Unsupervised Domain Adaptation0
Independent Feature Decomposition and Instance Alignment for Unsupervised Domain AdaptationCode0
Domain Adaptable Self-supervised Representation Learning on Remote Sensing Satellite ImageryCode0
Knowledge Distillation Under Ideal Joint Classifier Assumption0
Semi-supervised Learning of Pushforwards For Domain Translation & Adaptation0
Tailoring Domain Adaptation for Machine Translation Quality EstimationCode0
Structure Preserving Cycle-GAN for Unsupervised Medical Image Domain Adaptation0
Heterogeneous Domain Adaptation with Positive and Unlabeled Data0
Political corpus creation through automatic speech recognition on EU debatesCode0
Implicit Bayes Adaptation: A Collaborative Transport Approach0
GeoMultiTaskNet: remote sensing unsupervised domain adaptation using geographical coordinatesCode0
Context-aware Domain Adaptation for Time Series Anomaly Detection0
Spectral Transfer Guided Active Domain Adaptation For Thermal ImageryCode0
Continual Source-Free Unsupervised Domain Adaptation0
Domain shifts in dermoscopic skin cancer datasets: Evaluation of essential limitations for clinical translation0
CoMaL: Conditional Maximum Likelihood Approach to Self-supervised Domain Adaptation in Long-tail Semantic Segmentation0
A Self-attention Knowledge Domain Adaptation Network for Commercial Lithium-ion Batteries State-of-health Estimation under Shallow Cycles0
Reconstruction-driven Dynamic Refinement based Unsupervised Domain Adaptation for Joint Optic Disc and Cup Segmentation0
Universal Semi-Supervised Learning for Medical Image ClassificationCode0
Domain Adaptive Multiple Instance Learning for Instance-level Prediction of Pathological ImagesCode0
Domain Adaptation for Inertial Measurement Unit-based Human Activity Recognition: A Survey0
DATE: Domain Adaptive Product Seeker for E-commerceCode0
Source-free Domain Adaptation Requires Penalized Diversity0
Zero-shot domain adaptation of anomalous samples for semi-supervised anomaly detection0
Algorithm-Dependent Bounds for Representation Learning of Multi-Source Domain AdaptationCode0
PODIA-3D: Domain Adaptation of 3D Generative Model Across Large Domain Gap Using Pose-Preserved Text-to-Image Diffusion0
FREDOM: Fairness Domain Adaptation Approach to Semantic Scene UnderstandingCode0
MEnsA: Mix-up Ensemble Average for Unsupervised Multi Target Domain Adaptation on 3D Point CloudsCode0
Unsupervised Cross-domain Pulmonary Nodule Detection without Source DataCode0
Few-shot Fine-tuning is All You Need for Source-free Domain AdaptationCode0
Learning by Grouping: A Multilevel Optimization Framework for Improving Fairness in Classification without Losing Accuracy0
STFAR: Improving Object Detection Robustness at Test-Time by Self-Training with Feature Alignment Regularization0
HybridCVLNet: A Hybrid CSI Feedback System and its Domain Adaptation0
CAusal and collaborative proxy-tasKs lEarning for Semi-Supervised Domain Adaptation0
Image-to-image domain adaptation for vehicle re-identification0
AVFormer: Injecting Vision into Frozen Speech Models for Zero-Shot AV-ASR0
TTA-COPE: Test-Time Adaptation for Category-Level Object Pose Estimation0
Domain Adaptive Semantic Segmentation by Optimal Transport0
Cluster-Guided Unsupervised Domain Adaptation for Deep Speaker Embedding0
MS-MT: Multi-Scale Mean Teacher with Contrastive Unpaired Translation for Cross-Modality Vestibular Schwannoma and Cochlea Segmentation0
Complementary Domain Adaptation and Generalization for Unsupervised Continual Domain Shift Learning0
GeoNet: Benchmarking Unsupervised Adaptation across Geographies0
Unsupervised Adaptation from Repeated Traversals for Autonomous DrivingCode0
Adapting Pretrained Language Models for Solving Tabular Prediction Problems in the Electronic Health RecordCode0
Δ-Patching: A Framework for Rapid Adaptation of Pre-trained Convolutional Networks without Base Performance Loss0
Spatio-Temporal Pixel-Level Contrastive Learning-based Source-Free Domain Adaptation for Video Semantic SegmentationCode0
Both Style and Distortion Matter: Dual-Path Unsupervised Domain Adaptation for Panoramic Semantic Segmentation0
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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