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 12511300 of 1951 papers

TitleStatusHype
Unsupervised Adaptation with Domain Separation Networks for Robust Speech Recognition0
Unsupervised Adaptive Semantic Segmentation with Local Lipschitz Constraint0
Unsupervised Adversarial Domain Adaptation for Implicit Discourse Relation Classification0
Unsupervised Adversarial Domain Adaptation For Barrett's Segmentation0
Unsupervised Approach for Zero-Shot Experiments: Bhojpuri–Hindi and Magahi–Hindi@LoResMT 20200
Unsupervised Attention Regularization Based Domain Adaptation for Oracle Character Recognition0
Unsupervised Class Generation to Expand Semantic Segmentation Datasets0
Unsupervised Creation of Parameterized Avatars0
Unsupervised Cross-Domain Soft Sensor Modelling via Deep Physics-Inspired Particle Flow Bayes0
Unsupervised Deep Domain Adaptation for Pedestrian Detection0
Unsupervised Disentanglement GAN for Domain Adaptive Person Re-Identification0
Unsupervised Domain Adaptation across FMCW Radar Configurations Using Margin Disparity Discrepancy0
Unsupervised Domain Adaptation: A Multi-task Learning-based Method0
Unsupervised Domain Adaptation: A Reality Check0
Unsupervised Domain Adaptation Based on Source-guided Discrepancy0
Unsupervised Domain Adaptation by Adversarial Learning for Robust Speech Recognition0
Unsupervised domain adaptation by learning using privileged information0
Unsupervised Domain Adaptation by Optical Flow Augmentation in Semantic Segmentation0
Unsupervised Domain Adaptation By Optimal Transportation Of Clusters Between Domains0
Unsupervised Domain Adaptation for Multispectral Pedestrian Detection0
Unsupervised Domain Adaptation for Segmentation with Black-box Source Model0
Unsupervised Domain Adaptation for Acoustic Scene Classification Using Band-Wise Statistics Matching0
Unsupervised Domain Adaptation for Action Recognition via Self-Ensembling and Conditional Embedding Alignment0
Unsupervised Domain Adaptation for Automated Knee Osteoarthritis Phenotype Classification0
Unsupervised Domain Adaptation for Automatic Estimation of Cardiothoracic Ratio0
Unsupervised Domain Adaptation for Clinical Negation Detection0
Unsupervised Domain Adaptation for COVID-19 Information Service with Contrastive Adversarial Domain Mixup0
Unsupervised Domain Adaptation for Cross-Subject Few-Shot Neurological Symptom Detection0
Unsupervised Domain Adaptation for Cross-Regional Scenes Person Re-identification0
Unsupervised Domain Adaptation for RF-based Gesture Recognition0
Unsupervised Domain Adaptation for Distance Metric Learning0
Unsupervised Domain Adaptation for Dysarthric Speech Detection via Domain Adversarial Training and Mutual Information Minimization0
Unsupervised Domain Adaptation for Event Detection using Domain-specific Adapters0
Unsupervised Domain Adaptation for Event Detection via Meta Self-Paced Learning0
Unsupervised Domain Adaptation for Extra Features in the Target Domain Using Optimal Transport0
Unsupervised Domain Adaptation for Face Recognition in Unlabeled Videos0
Graph Harmony: Denoising and Nuclear-Norm Wasserstein Adaptation for Enhanced Domain Transfer in Graph-Structured Data0
Unsupervised Domain Adaptation for Hate Speech Detection Using a Data Augmentation Approach0
Unsupervised Domain Adaptation for Image Classification via Structure-Conditioned Adversarial Learning0
Unsupervised Domain Adaptation for Joint Segmentation and POS-Tagging0
Unsupervised Domain Adaptation for Learning Eye Gaze from a Million Synthetic Images: An Adversarial Approach0
Unsupervised Domain Adaptation for LiDAR Panoptic Segmentation0
Unsupervised Domain Adaptation for Mammogram Image Classification: A Promising Tool for Model Generalization0
Unsupervised Domain Adaptation for Mobile Semantic Segmentation based on Cycle Consistency and Feature Alignment0
Unsupervised Domain Adaptation for Monocular 3D Object Detection via Self-Training0
Unsupervised Domain Adaptation for MRI Volume Segmentation and Classification Using Image-to-Image Translation0
Unsupervised Domain Adaptation for Neuron Membrane Segmentation based on Structural Features0
Unsupervised Domain Adaptation for Occlusion Resilient Human Pose Estimation0
Unsupervised Domain Adaptation for One-stage Object Detector using Offsets to Bounding Box0
Unsupervised Domain Adaptation for Person Re-Identification through Source-Guided Pseudo-Labeling0
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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
8DAFormer+CSImIoU61.4Unverified
9FAFSmIoU (13 classes)61.4Unverified
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