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 16011650 of 1951 papers

TitleStatusHype
Label-Driven Reconstruction for Domain Adaptation in Semantic Segmentation0
Context-Aware Domain Adaptation in Semantic Segmentation0
Unsupervised and Interpretable Domain Adaptation to Rapidly Filter Tweets for Emergency ServicesCode0
Unsupervised Adversarial Domain Adaptation for Implicit Discourse Relation Classification0
Unsupervised Domain Adaptation for Mammogram Image Classification: A Promising Tool for Model Generalization0
Calibrated Prediction with Covariate Shift via Unsupervised Domain Adaptation0
Domain Decluttering: Simplifying Images to Mitigate Synthetic-Real Domain Shift and Improve Depth Estimation0
Diversity-Based Generalization for Unsupervised Text Classification under Domain ShiftCode0
Unsupervised Domain Adaptation via Discriminative Manifold Embedding and Alignment0
Multi-step Online Unsupervised Domain Adaptation0
Enlarging Discriminative Power by Adding an Extra Class in Unsupervised Domain Adaptation0
Bi-Directional Generation for Unsupervised Domain Adaptation0
Dual-Triplet Metric Learning for Unsupervised Domain Adaptation in Video-Based Face Recognition0
Single-Stage Object Detection from Top-View Grid Maps on Custom Sensor Setups0
Unsupervised Domain Adaptive Object Detection using Forward-Backward Cyclic Adaptation0
Learning Numerical Observers using Unsupervised Domain Adaptation0
Adversarial Domain Adaptation for Cell Segmentation0
Domain Adaptive Medical Image Segmentation via Adversarial Learning of Disease-Specific Spatial Patterns0
Unsupervised learning of multimodal image registration using domain adaptation with projected Earth Mover’s discrepancies0
Partially-Shared Variational Auto-encoders for Unsupervised Domain Adaptation with Target ShiftCode0
Learning to adapt class-specific features across domains for semantic segmentationCode0
Generalization Bounds and Representation Learning for Estimation of Potential Outcomes and Causal Effects0
Unsupervised Domain Adaptation in Person re-ID via k-Reciprocal Clustering and Large-Scale Heterogeneous Environment Synthesis0
Unsupervised Domain Adaptation for Mobile Semantic Segmentation based on Cycle Consistency and Feature Alignment0
Multi-Source Domain Adaptation for Text Classification via DistanceNet-Bandits0
CrDoCo: Pixel-level Domain Transfer with Cross-Domain Consistency0
Generative Pseudo-label Refinement for Unsupervised Domain AdaptationCode0
Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification0
Domain Adaptation via Teacher-Student Learning for End-to-End Speech Recognition0
Improve Unsupervised Domain Adaptation with Mixup Training0
Understanding and Estimating the Adaptability of Domain-Invariant Representations0
Low-Budget Label Query through Domain Alignment Enforcement0
Characteristic Regularisation for Super-Resolving Face Images0
An Adversarial Perturbation Oriented Domain Adaptation Approach for Semantic Segmentation0
Learning Domain Adaptive Features with Unlabeled Domain Bridges0
Asymmetric Co-Teaching for Unsupervised Cross Domain Person Re-IdentificationCode0
Transferable Normalization: Towards Improving Transferability of Deep Neural NetworksCode0
Light-weight Calibrator: a Separable Component for Unsupervised Domain AdaptationCode0
Class-Conditional Domain Adaptation on Semantic Segmentation0
Discriminative Adversarial Domain AdaptationCode0
Spatial-Aware GAN for Unsupervised Person Re-identification0
Unsupervised Domain Adaptation of Language Models for Reading Comprehension0
Improving Unsupervised Domain Adaptation with Variational Information Bottleneck0
Unsupervised Domain Adaptation by Optical Flow Augmentation in Semantic Segmentation0
Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-LabelingCode0
Copy-Move Forgery Classification via Unsupervised Domain Adaptation0
Unsupervised Domain Adaptation on Reading ComprehensionCode0
Unsupervised Domain Adaptation of Contextual Embeddings for Low-Resource Duplicate Question Detection0
Air-Writing Translater: A Novel Unsupervised Domain Adaptation Method for Inertia-Trajectory Translation of In-air Handwriting0
Transferable End-to-End Aspect-based Sentiment Analysis with Selective Adversarial LearningCode0
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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