SOTAVerified

Domain Adaptation

Domain Adaptation is the task of adapting models across domains. This is motivated by the challenge where the test and training datasets fall from different data distributions due to some factor. Domain adaptation aims to build machine learning models that can be generalized into a target domain and dealing with the discrepancy across domain distributions.

Further readings:

( Image credit: Unsupervised Image-to-Image Translation Networks )

Papers

Showing 32513300 of 6439 papers

TitleStatusHype
Continual Machine Reading Comprehension via Uncertainty-aware Fixed Memory and Adversarial Domain Adaptation0
Unsupervised Domain Adaptation for Point Cloud Semantic Segmentation via Graph Matching0
Vernacular Search Query Translation with Unsupervised Domain Adaptation0
Applied monocular reconstruction of parametric faces with domain engineering0
Joint Attention-Driven Domain Fusion and Noise-Tolerant Learning for Multi-Source Domain Adaptation0
RadTex: Learning Efficient Radiograph Representations from Text Reports0
Cluster-to-adapt: Few Shot Domain Adaptation for Semantic Segmentation across Disjoint Labels0
Making the Best of Both Worlds: A Domain-Oriented Transformer for Unsupervised Domain AdaptationCode0
DAPDAG: Domain Adaptation via Perturbed DAG Reconstruction0
Feather-Light Fourier Domain Adaptation in Magnetic Resonance ImagingCode0
Simplex Clustering via sBeta with Applications to Online Adjustment of Black-Box PredictionsCode0
Adaptive Feature Fusion for Cooperative Perception using LiDAR Point Clouds0
Learning Feature Decomposition for Domain Adaptive Monocular Depth Estimation0
StyleAM: Perception-Oriented Unsupervised Domain Adaption for Non-reference Image Quality Assessment0
Contrastive Image Synthesis and Self-supervised Feature Adaptation for Cross-Modality Biomedical Image SegmentationCode0
Look Closer to Your Enemy: Learning to Attack via Teacher-Student MimickingCode0
Unsupervised Domain Adaptation for Video Transformers in Action RecognitionCode0
Optimal Boxes: Boosting End-to-End Scene Text Recognition by Adjusting Annotated Bounding Boxes via Reinforcement Learning0
Sparse-based Domain Adaptation Network for OCTA Image Super-Resolution Reconstruction0
Improving Pseudo Labels With Intra-Class Similarity for Unsupervised Domain AdaptationCode0
MemSAC: Memory Augmented Sample Consistency for Large Scale Unsupervised Domain AdaptationCode0
PieTrack: An MOT solution based on synthetic data training and self-supervised domain adaptation0
Bi-directional Contrastive Learning for Domain Adaptive Semantic Segmentation0
Deep transfer learning method based on automatic domain alignment and moment matchingCode0
Federated Semi-Supervised Domain Adaptation via Knowledge Transfer0
Domain Generalization for Activity Recognition via Adaptive Feature Fusion0
Exploiting Domain Transferability for Collaborative Inter-level Domain Adaptive Object Detection0
Generative Domain Adaptation for Face Anti-Spoofing0
Learning from few examples: Classifying sex from retinal images via deep learning0
Unsupervised Domain Adaptation for One-stage Object Detector using Offsets to Bounding Box0
VoloGAN: Adversarial Domain Adaptation for Synthetic Depth DataCode0
Exploiting Inter-Sample Affinity for Knowability-Aware Universal Domain Adaptation0
Similarity of Pre-trained and Fine-tuned Representations0
ML-BPM: Multi-teacher Learning with Bidirectional Photometric Mixing for Open Compound Domain Adaptation in Semantic Segmentation0
Multi-step domain adaptation by adversarial attack to H ΔH-divergence0
Source-free Unsupervised Domain Adaptation for Blind Image Quality Assessment0
Coupling Adversarial Learning with Selective Voting Strategy for Distribution Alignment in Partial Domain Adaptation0
Learning from Temporal Spatial Cubism for Cross-Dataset Skeleton-based Action RecognitionCode0
Feed-Forward Latent Domain Adaptation0
Prototypical Contrast Adaptation for Domain Adaptive Semantic SegmentationCode0
Source-Free Domain Adaptation for Real-world Image Dehazing0
Domain adaptation strategies for cancer-independent detection of lymph node metastases0
PAC-Bayesian Domain Adaptation Bounds for Multiclass LearnersCode0
Domain Gap Estimation for Source Free Unsupervised Domain Adaptation with Many Classifiers0
On the Generalization for Transfer Learning: An Information-Theoretic Analysis0
Gradual Domain Adaptation without Indexed Intermediate DomainsCode0
Discovering Domain Disentanglement for Generalized Multi-source Domain AdaptationCode0
Real-Time And Robust 3D Object Detection with Roadside LiDARs0
Domain Confused Contrastive Learning for Unsupervised Domain Adaptation0
Towards Adaptive Unknown Authentication for Universal Domain Adaptation by Classifier Paradox0
Show:102550
← PrevPage 66 of 129Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1FFTATAverage Accuracy96Unverified
2PMTransAverage Accuracy95.3Unverified
3CMKDAverage Accuracy94.4Unverified
4SSRT-B (ours)Average Accuracy93.5Unverified
5CDTransAverage Accuracy92.6Unverified
6CoViAverage Accuracy91.8Unverified
7GSDEAverage Accuracy91.7Unverified
8FixBiAverage Accuracy91.4Unverified
9Contrastive Adaptation NetworkAverage Accuracy90.6Unverified
10BIWAAAverage Accuracy90.5Unverified
#ModelMetricClaimedVerifiedStatus
1HALOmIoU78.1Unverified
2ILM-ASSLmIoU76.6Unverified
3DCFmIoU69.3Unverified
4HRDA+PiPamIoU68.2Unverified
5MICmIoU67.3Unverified
6FREDOM - TransformermIoU67Unverified
7HRDAmIoU65.8Unverified
8SePiComIoU64.3Unverified
9MIC + Guidance TrainingmIoU63.8Unverified
10DAFormer + ProCSTmIoU61.6Unverified
#ModelMetricClaimedVerifiedStatus
1HALOmIoU77.8Unverified
2DCFmIoU77.7Unverified
3ILM-ASSLmIoU76.1Unverified
4MICmIoU75.9Unverified
5HRDA+PiPamIoU75.6Unverified
6HRDAmIoU73.8Unverified
7FREDOM - TransformermIoU73.6Unverified
8HALOmIoU73.3Unverified
9SePiComIoU70.3Unverified
10DAFormer + ProCSTmIoU69.4Unverified
#ModelMetricClaimedVerifiedStatus
1SWGAccuracy92.3Unverified
2RCLAccuracy90Unverified
3PGA (ViT-L/14)Accuracy89.4Unverified
4PMTransAccuracy89Unverified
5CMKDAccuracy89Unverified
6MICAccuracy86.2Unverified
7PGA (ViT-B/16)Accuracy85.1Unverified
8ELSAccuracy84.6Unverified
9SDAT (ViT-B/16)Accuracy84.3Unverified
10CDTrans (DeiT-B)Accuracy80.5Unverified
#ModelMetricClaimedVerifiedStatus
1FFTATAccuracy93.8Unverified
2RCLAccuracy93.2Unverified
3MICAccuracy92.8Unverified
4SWGAccuracy92.7Unverified
5CMKDAccuracy91.8Unverified
6DePTAccuracy90.7Unverified
7SDAT(ViT)Accuracy89.8Unverified
8SFDA2++Accuracy89.6Unverified
9PMtransAccuracy88.8Unverified
10CoViAccuracy88.5Unverified
#ModelMetricClaimedVerifiedStatus
1CMKDAccuracy94.3Unverified
2MCC+NWDAccuracy90.7Unverified
3GLOT-DRAccuracy90.4Unverified
4SPLAccuracy90.3Unverified
5DFA-SAFNAccuracy90.2Unverified
6DADAAccuracy89.3Unverified
7DFA-ENTAccuracy89.1Unverified
8MEDMAccuracy88.9Unverified
9DDAAccuracy88.9Unverified
10IAFN+ENTAccuracy88.9Unverified
#ModelMetricClaimedVerifiedStatus
1SoRAmIoU78.8Unverified
2ReinmIoU77.6Unverified
3CoDAmIoU72.6Unverified
4Refign (HRDA)mIoU72.1Unverified
5HALOmIoU71.9Unverified
6MICmIoU70.4Unverified
7HRDAmIoU68Unverified
8Refign (DAFormer)mIoU65.5Unverified
9VBLC (DAFormer)mIoU64.2Unverified
10CMFormermIoU60.1Unverified
#ModelMetricClaimedVerifiedStatus
1FACTAccuracy98.8Unverified
2FAMCDAccuracy98.72Unverified
3DFA-MCDAccuracy98.6Unverified
4Mean teacherAccuracy98.26Unverified
5DRANetAccuracy98.2Unverified
6SHOTAccuracy98Unverified
7DFA-ENTAccuracy97.9Unverified
8CyCleGAN (Light-weight Calibrator)Accuracy97.1Unverified