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 14011450 of 1951 papers

TitleStatusHype
Unsupervised domain adaptation via coarse-to-fine feature alignment method using contrastive learning0
Re-energizing Domain Discriminator with Sample Relabeling for Adversarial Domain Adaptation0
Dynamic Weighted Learning for Unsupervised Domain Adaptation0
Unsupervised and self-adaptative techniques for cross-domain person re-identificationCode0
ConDA: Continual Unsupervised Domain Adaptation0
An Efficient Method for the Classification of Croplands in Scarce-Label RegionsCode0
Learning a Domain-Agnostic Visual Representation for Autonomous Driving via Contrastive Loss0
Multi-Source Domain Adaptation with Collaborative Learning for Semantic Segmentation0
Semi-supervised Domain Adaptation based on Dual-level Domain Mixing for Semantic SegmentationCode0
Domain Adaptive Robotic Gesture Recognition with Unsupervised Kinematic-Visual Data Alignment0
Vicinal and categorical domain adaptationCode0
Unsupervised Domain Adaptation for Image Classification via Structure-Conditioned Adversarial Learning0
Unsupervised Domain Adaptation Network with Category-Centric Prototype Aligner for Biomedical Image Segmentation0
Pseudo-labeling for Scalable 3D Object Detection0
Simulation-to-Real domain adaptation with teacher-student learning for endoscopic instrument segmentation0
Unsupervised Domain Adaptation for Cross-Subject Few-Shot Neurological Symptom Detection0
Towards Explaining Expressive Qualities in Piano Recordings: Transfer of Explanatory Features via Acoustic Domain Adaptation0
Maximizing Cosine Similarity Between Spatial Features for Unsupervised Domain Adaptation in Semantic Segmentation0
Self-Supervised Noisy Label Learning for Source-Free Unsupervised Domain Adaptation0
Learning Deep Features for Shape Correspondence with Domain Invariance0
Domain Impression: A Source Data Free Domain Adaptation MethodCode0
Generation For Adaption: A GAN-Based Approach for 3D Domain Adaption with Point Cloud Data0
Adversarial Unsupervised Domain Adaptation Guided with Deep Clustering for Face Presentation Attack Detection0
Multi-source Pseudo-label Learning of Semantic Segmentation for the Scene Recognition of Agricultural Mobile Robots0
Selecting Treatment Effects Models for Domain Adaptation Using Causal Knowledge0
Surprisingly Simple Semi-Supervised Domain Adaptation with Pretraining and ConsistencyCode0
Complementary Pseudo Labels For Unsupervised Domain Adaptation On Person Re-identification0
Unsupervised Domain Adaptation from Axial to Short-Axis Multi-Slice Cardiac MR Images by Incorporating Pretrained Task NetworksCode0
Deep Symmetric Adaptation Network for Cross-modality Medical Image Segmentation0
Knowledge Distillation Methods for Efficient Unsupervised Adaptation Across Multiple Domains0
Mining Data Impressions from Deep Models as Substitute for the Unavailable Training Data0
Unsupervised Domain Adaptation of Black-Box Source ModelsCode0
Adaptiope: A Modern Benchmark for Unsupervised Domain AdaptationCode0
Learn by Guessing: Multi-Step Pseudo-Label Refinement for Person Re-Identification0
Adversarial Unsupervised Domain Adaptation for Harmonic-Percussive Source Separation0
Domain Adaptation for the Segmentation of Confidential Medical ImagesCode0
f-Domain-Adversarial Learning: Theory and Algorithms for Unsupervised Domain Adaptation with Neural Networks0
Transferable Feature Learning on Graphs Across Visual Domains0
Scaling Unsupervised Domain Adaptation through Optimal Collaborator Selection and Lazy Discriminator Synchronization0
Collaborative Normalization for Unsupervised Domain Adaptation0
Unsupervised Domain Adaptation via Minimized Joint Error0
Disentangled cyclic reconstruction for domain adaptation0
Collaborative Optimization and Aggregation for Decentralized Domain Generalization and Adaptation0
Test-Time Adaptation and Adversarial Robustness0
A Simple Unified Information Regularization Framework for Multi-Source Domain Adaptation0
Adaptive Adversarial Network for Source-Free Domain Adaptation0
Dual Adversarial Training for Unsupervised Domain Adaptation0
EMTL: A Generative Domain Adaptation Approach0
Energy-constrained Self-training for Unsupervised Domain Adaptation0
Uncertainty-Aware Pseudo Label Refinery for Domain Adaptive Semantic Segmentation0
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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