SOTAVerified

Multi-target Domain Adaptation

The idea of Multi-target Domain Adaptation is to adapt a model from a single labelled source domain to multiple unlabelled target domains.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–39 of 39 papers

TitleStatusHype
Merge-Friendly Post-Training Quantization for Multi-Target Domain AdaptationCode0
GrInAdapt: Scaling Retinal Vessel Structural Map Segmentation Through Grounding, Integrating and Adapting Multi-device, Multi-site, and Multi-modal Fundus Domains—0
COSMo: CLIP Talks on Open-Set Multi-Target Domain AdaptationCode0
Training-Free Model Merging for Multi-target Domain Adaptation—0
OurDB: Ouroboric Domain Bridging for Multi-Target Domain Adaptive Semantic Segmentation—0
ConvLoRA and AdaBN based Domain Adaptation via Self-TrainingCode2
Semantic Segmentation in Multiple Adverse Weather Conditions with Domain Knowledge Retention—0
Mixture Weight Estimation and Model Prediction in Multi-source Multi-target Domain Adaptation—0
Strong-Weak Integrated Semi-supervision for Unsupervised Single and Multi Target Domain Adaptation—0
MEnsA: Mix-up Ensemble Average for Unsupervised Multi Target Domain Adaptation on 3D Point CloudsCode0
Class Overwhelms: Mutual Conditional Blended-Target Domain AdaptationCode0
Open-Set Multi-Source Multi-Target Domain Adaptation—0
Cyclically Disentangled Feature Translation for Face Anti-spoofingCode1
CoNMix for Source-free Single and Multi-target Domain AdaptationCode1
Cooperative Self-Training for Multi-Target Adaptive Semantic SegmentationCode1
A Multi Camera Unsupervised Domain Adaptation Pipeline for Object Detection in Cultural Sites through Adversarial Learning and Self-TrainingCode1
Viewer-Centred Surface Completion for Unsupervised Domain Adaptation in 3D Object DetectionCode1
PoliTO-IIT-CINI Submission to the EPIC-KITCHENS-100 Unsupervised Domain Adaptation Challenge for Action Recognition—0
Multi-Scale Multi-Target Domain Adaptation for Angle Closure Classification—0
Knowledge Distillation for Multi-Target Domain Adaptation in Real-Time Person Re-IdentificationCode0
ADAS: A Direct Adaptation Strategy for Multi-Target Domain Adaptive Semantic SegmentationCode0
Student Becomes Decathlon Master in Retinal Vessel Segmentation via Dual-teacher Multi-target Domain AdaptationCode0
An Unsupervised Domain Adaptive Approach for Multimodal 2D Object Detection in Adverse Weather Conditions—0
argmax centroid—0
See Eye to Eye: A Lidar-Agnostic 3D Detection Framework for Unsupervised Multi-Target Domain AdaptationCode1
Reiterative Domain Aware Multi-Target Adaptation—0
Federated Multi-Target Domain Adaptation—0
Foreground-Aware Stylization and Consensus Pseudo-Labeling for Domain Adaptation of First-Person Hand SegmentationCode0
Multi-Target Domain Adaptation with Collaborative Consistency Learning—0
Incremental Multi-Target Domain Adaptation for Object Detection with Efficient Domain TransferCode1
Curriculum Graph Co-Teaching for Multi-Target Domain AdaptationCode1
Multi-Target Domain Adaptation via Unsupervised Domain Classification for Weather Invariant Object Detection—0
Unsupervised Multi-Target Domain Adaptation Through Knowledge DistillationCode1
Minimum Class Confusion for Versatile Domain AdaptationCode0
Blending-target Domain Adaptation by Adversarial Meta-Adaptation NetworksCode0
Domain Agnostic Learning with Disentangled RepresentationsCode0
A Strong Baseline for Domain Adaptation and Generalization in Medical Imaging—0
Unsupervised Multi-Target Domain Adaptation: An Information Theoretic Approach—0
Unsupervised Domain Adaptation by BackpropagationCode1
Show:102550
All datasetsOffice-31DomainNetOffice-HomeOBJ-MDA

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MCDAAccuracy89.6—Unverified
2DCGCTAccuracy88.8—Unverified
3MT-MTDAAccuracy85.2—Unverified
4AMEANAccuracy80.2—Unverified
5RevGradAccuracy73.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MCDAAccuracy34.5—Unverified
2DCGCTAccuracy34.4—Unverified
3MCCAccuracy28.8—Unverified
4DADAAccuracy21.5—Unverified
#ModelMetricClaimedVerifiedStatus
1MCDAAccuracy71.1—Unverified
2DCGCTAccuracy69.8—Unverified
3AMEANAccuracy64—Unverified
4RevGradAccuracy57.9—Unverified
#ModelMetricClaimedVerifiedStatus
1STMDA-RetinaNetmAP@0.566.64—Unverified