SOTAVerified

Unsupervised Domain Adaptation

Unsupervised Domain Adaptation is a learning framework to transfer knowledge learned from source domains with a large number of annotated training examples to target domains with unlabeled data only.

Source: Domain-Specific Batch Normalization for Unsupervised Domain Adaptation

Papers

Showing 13511400 of 1951 papers

TitleStatusHype
Multi-Target Domain Adaptation with Collaborative Consistency Learning0
Generalized Domain Adaptation0
Why be adversarial? Let's cooperate!: Cooperative Dataset Alignment via JSD Upper Bound0
Domain Adaptation for Facial Expression Classifier via Domain Discrimination and Gradient Reversal0
Domain Adaptation for Arabic Cross-Domain and Cross-Dialect Sentiment Analysis from Contextualized Word EmbeddingCode0
Semi-supervised Models are Strong Unsupervised Domain Adaptation Learners0
Unsupervised Domain Adaptation in Cross-corpora Abusive Language Detection0
Unsupervised Domain Adaptation of Object Detectors: A Survey0
Unsupervised Adaptive Semantic Segmentation with Local Lipschitz Constraint0
Correlated Adversarial Joint Discrepancy Adaptation Network0
Cross-Modality Brain Tumor Segmentation via Bidirectional Global-to-Local Unsupervised Domain AdaptationCode0
Towards Unsupervised Domain Adaptation for Deep Face Recognition under Privacy Constraints via Federated Learning0
Unsupervised Super-Resolution of Satellite Imagery for High Fidelity Material Label Transfer0
Unsupervised domain adaptation via double classifiers based on high confidence pseudo label0
Aggregating From Multiple Target-Shifted SourcesCode0
More Separable and Easier to Segment: A Cluster Alignment Method for Cross-Domain Semantic Segmentation0
Contrastive Learning and Self-Training for Unsupervised Domain Adaptation in Semantic Segmentation0
Deep Spherical Manifold Gaussian Kernel for Unsupervised Domain Adaptation0
Reproducibility of "FDA: Fourier Domain Adaptation forSemantic SegmentationCode0
Rethinking Ensemble-Distillation for Semantic Segmentation Based Unsupervised Domain AdaptationCode0
Randomized Histogram Matching: A Simple Augmentation for Unsupervised Domain Adaptation in Overhead Imagery0
Preserving Semantic Consistency in Unsupervised Domain Adaptation Using Generative Adversarial Networks0
Efficient Pre-trained Features and Recurrent Pseudo-Labeling in Unsupervised Domain AdaptationCode0
STRUDEL: Self-Training with Uncertainty Dependent Label Refinement across Domains0
Iterative Alignment Flows0
Cross-domain Speech Recognition with Unsupervised Character-level Distribution MatchingCode0
UDALM: Unsupervised Domain Adaptation through Language ModelingCode0
A Learnable Self-supervised Task for Unsupervised Domain Adaptation on Point Clouds0
FreSaDa: A French Satire Data Set for Cross-Domain Satire DetectionCode0
Latent Space Regularization for Unsupervised Domain Adaptation in Semantic SegmentationCode0
Reducing Racial Bias in Facial Age Prediction using Unsupervised Domain Adaptation in Regression0
Unsupervised Domain Adaptation with Global and Local Graph Neural Networks in Limited Labeled Data Scenario: Application to Disaster Management0
Pseudo-Label Guided Unsupervised Domain Adaptation of Contextual Embeddings0
Confidence Calibration for Domain Generalization under Covariate Shift0
Unsupervised Domain Expansion for Visual CategorizationCode0
Joint Learning of Neural Transfer and Architecture Adaptation for Image Recognition0
Source-Free Domain Adaptation for Semantic Segmentation0
Geometric Unsupervised Domain Adaptation for Semantic Segmentation0
Adaptive Pseudo-Label Refinement by Negative Ensemble Learning for Source-Free Unsupervised Domain Adaptation0
Category-Adaptive Domain Adaptation for Semantic Segmentation0
Domain-robust VQA with diverse datasets and methods but no target labels0
Self-Supervised Learning in Multi-Task Graphs through Iterative Consensus ShiftCode0
Exploiting Playbacks in Unsupervised Domain Adaptation for 3D Object Detection0
Geometry-Aware Unsupervised Domain Adaptation for Stereo Matching0
VDM-DA: Virtual Domain Modeling for Source Data-free Domain Adaptation0
Unsupervised Robust Domain Adaptation without Source Data0
On Evolving Attention Towards Domain Adaptation0
Inferring Latent Domains for Unsupervised Deep Domain Adaptation0
MLAN: Multi-Level Adversarial Network for Domain Adaptive Semantic Segmentation0
Coarse-to-Fine Domain Adaptive Semantic Segmentation with Photometric Alignment and Category-Center Regularization0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CORE-ReIDmAP84.4Unverified
2EvoADAmAP84.3Unverified
3LF2mAP83.2Unverified
4AWBmAP80.6Unverified
5CCTSEmAP78.4Unverified
6SpCLmAP76.7Unverified
7MMTmAP71.2Unverified
8SDAmAP70Unverified
9AD-ClustermAP68.3Unverified
10ECN++mAP63.8Unverified
#ModelMetricClaimedVerifiedStatus
1CORE-ReIDmAP74.8Unverified
2LF2mAP73.5Unverified
3CCTSEmAP72.6Unverified
4EvoADAmAP71.4Unverified
5AWBmAP71Unverified
6SpCLmAP68.8Unverified
7MMTmAP65.1Unverified
8SDAmAP61.4Unverified
9SNRmAP58.1Unverified
10ACTmAP54.5Unverified
#ModelMetricClaimedVerifiedStatus
1ALDI++(Resnet50+FPN)mAP@0.566.8Unverified
2RT-DATR(640x640, real-time)mAP@0.552.7Unverified
3MRTmAP@0.551.2Unverified
4DDTmAP@0.550Unverified
5MICmAP@0.547.6Unverified
6O2netmAP@0.546.8Unverified
7LGCL (supervised)mAP@0.546.7Unverified
8LGCL (unsupervised)mAP@0.545.3Unverified
9SADmAP@0.545.2Unverified
10AWADAmAP@0.544.8Unverified
#ModelMetricClaimedVerifiedStatus
1FFTATAccuracy91.4Unverified
2TransAdapter-BAccuracy89.4Unverified
3SAMBAccuracy86.2Unverified
4PDA (CLIP, ViT-B/16)Accuracy85.7Unverified
5SSRT-BAccuracy85.43Unverified
6EUDAAccuracy84.9Unverified
7ProDeAccuracy84.5Unverified
8ECB (CNN)Accuracy81.2Unverified
9CDTransAccuracy80.5Unverified
10JAN [cite:ICML17JAN]Accuracy76.8Unverified
#ModelMetricClaimedVerifiedStatus
1CORE-ReID V2mAP44.1Unverified
2CORE-ReIDmAP41.9Unverified
3CORE-ReID V2 TinymAP35.8Unverified
4CCTSEmAP33.2Unverified
5UMDAmAP32.7Unverified
6AWBmAP30.6Unverified
7SpClmAP25.4Unverified
8SDAmAP23.2Unverified
9MMTmAP22.9Unverified
10DG-Net++mAP22.1Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet50 (baseline), BatchNorm Adaptation, 8 samplesmean Corruption Error (mCE)65Unverified
2ResNet50 (baseline), BatchNorm Adaptation, full adaptationmean Corruption Error (mCE)62.2Unverified
3ResNet50 + ENTmean Corruption Error (mCE)51.6Unverified
4ResNet50 + RPLmean Corruption Error (mCE)50.5Unverified
5ResNet50+DeepAug+AugMix, BatchNorm Adaptation, 8 samplesmean Corruption Error (mCE)48.4Unverified
6ResNet50+DeepAug+AugMix, BatchNorm Adaptation, full adaptationmean Corruption Error (mCE)45.4Unverified
7ResNeXt101 32x8d + ENTmean Corruption Error (mCE)44.3Unverified
8ResNeXt101 32x8d + RPLmean Corruption Error (mCE)43.2Unverified
9ResNeXt101 32x8d + IG-3.5B + RPLmean Corruption Error (mCE)40.9Unverified
10ResNeXt101 32x8d + IG-3.5B + ENTmean Corruption Error (mCE)40.8Unverified
#ModelMetricClaimedVerifiedStatus
1MIC+CSImIoU (13 classes)75.9Unverified
2DCFmIoU (13 classes)75.9Unverified
3DIDAmIoU (13 classes)70.1Unverified
4Sepico + HIASTmIoU (13 classes)68.1Unverified
5CLUDA+HRDAmIoU67.2Unverified
6SePiCo (DeepLabv2 ResNet-101)mIoU (13 classes)66.5Unverified
7G2LmIoU (13 classes)64.4Unverified
8FAFSmIoU (13 classes)61.4Unverified
9DAFormer+CSImIoU61.4Unverified
10AdaptSeg + HIASTmIoU (13 classes)60.3Unverified
#ModelMetricClaimedVerifiedStatus
1CORE-ReID V2mAP49.5Unverified
2MATNet+DMDUmAP49.25Unverified
3MGR-GCLmAP48.73Unverified
4PLMmAP47.37Unverified
5CSP+FCDmAP45.6Unverified
6PALmAP42.04Unverified
7CORE-ReID V2 TinymAP40.17Unverified
8SPCLmAP38.9Unverified
9UDARmAP35.8Unverified
10MMTmAP35.3Unverified
#ModelMetricClaimedVerifiedStatus
1CORE-ReIDmAP45.2Unverified
2CCTSEmAP34.5Unverified
3AWBmAP30.7Unverified
4SpCLmAP26.5Unverified
5SDAmAP25.6Unverified
6MMTmAP23.3Unverified
7MMCLmAP16.2Unverified
8ECN++mAP16Unverified
9SSGmAP13.3Unverified
10ECNmAP10.2Unverified
#ModelMetricClaimedVerifiedStatus
1ALDI++mAP@0.577.8Unverified
2ALDI-YOLOmAP@0.575Unverified
3MIC(ALDI frame)mAP@0.573.1Unverified
4AT(ALDI frame)mAP@0.572Unverified
5SADA(ALDI frame)mAP@0.571.8Unverified
6PT(ALDI frame)mAP@0.570.6Unverified
7RT-DATR(real-time, 640x640)mAP@0.567.2Unverified
8DDTmAP@0.564Unverified
9MRTmAP@0.562Unverified
10MILAmAP@0.557.4Unverified
#ModelMetricClaimedVerifiedStatus
1CORE-ReID V2mAP57.99Unverified
2CORE-ReID V2 TinymAP55.14Unverified
3DMDUmAP53.97Unverified
4UDARmAP52.9Unverified
5MGR-GCLmAP47.59Unverified
6PMLmAP46Unverified
7PALmAP45.14Unverified
8MLmAP45Unverified
9VDAFR-143.69Unverified
10CSP+FCDmAP42.7Unverified
#ModelMetricClaimedVerifiedStatus
1CORE-ReID V2mAP63.02Unverified
2CORE-ReID V2 TinymAP59.69Unverified
3DMDUmAP56.73Unverified
4UDARmAP55.3Unverified
5MGR-GCLmAP50.56Unverified
6PLMmAP49.41Unverified
7MLmAP48.7Unverified