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 50015050 of 6439 papers

TitleStatusHype
Deep Discriminative Learning for Unsupervised Domain Adaptation0
Deep Domain Adaptation Based Video Smoke Detection using Synthetic Smoke Images0
Deep Domain Adaptation by Geodesic Distance Minimization0
Deep Domain Adaptation for Describing People Based on Fine-Grained Clothing Attributes0
Deep Domain Adaptation for Detecting Bomb Craters in Aerial Images0
Deep Domain Adaptation for Pavement Crack Detection0
Deep domain adaptation for polyphonic melody extraction0
Deep Domain Adaptation under Deep Label Scarcity0
Deep Domain Adaptive Object Detection: a Survey0
Deep Domain Specialisation for single-model multi-domain learning to rank0
Deep Face Detector Adaptation Without Negative Transfer or Catastrophic Forgetting0
Deep face recognition with clustering based domain adaptation0
Deep Feature CycleGANs: Speaker Identity Preserving Non-parallel Microphone-Telephone Domain Adaptation for Speaker Verification0
Deep Feature Registration for Unsupervised Domain Adaptation0
Deep Generative Domain Adaptation with Temporal Relation Knowledge for Cross-User Activity Recognition0
Deep Generative Domain Adaptation with Temporal Attention for Cross-User Activity Recognition0
Deep Head Pose Estimation Using Synthetic Images and Partial Adversarial Domain Adaption for Continuous Label Spaces0
Deep Image-to-Video Adaptation and Fusion Networks for Action Recognition0
Deep Learning Based Single Sample Per Person Face Recognition: A Survey0
Deep Learning-based Unsupervised Domain Adaptation via a Unified Model for Prostate Lesion Detection Using Multisite Bi-parametric MRI Datasets0
Deep learning-enabled prediction of surgical errors during cataract surgery: from simulation to real-world application0
Deep Learning for Chest X-ray Analysis: A Survey0
Deep learning for unsupervised domain adaptation in medical imaging: Recent advancements and future perspectives0
Deep Learning Model Transfer in Forest Mapping using Multi-source Satellite SAR and Optical Images0
Deep Learning Prototype Domains for Person Re-Identification0
Deep Learning Techniques for Visual Counting0
Deep Medical Image Analysis with Representation Learning and Neuromorphic Computing0
Deep multi-task learning with low level tasks supervised at lower layers0
Deep Multi-Task Networks For Occluded Pedestrian Pose Estimation0
Deep multi-Wasserstein unsupervised domain adaptation0
Deep Prototypical Networks Based Domain Adaptation for Fault Diagnosis0
DeepPurple: Lexical, String and Affective Feature Fusion for Sentence-Level Semantic Similarity Estimation0
Semi-Supervised Domain Adaptation with Representation Learning for Semantic Segmentation across Time0
Deep Semantic Parsing of Freehand Sketches with Homogeneous Transformation, Soft-Weighted Loss, and Staged Learning0
Deep Siamese Domain Adaptation Convolutional Neural Network for Cross-domain Change Detection in Multispectral Images0
Deep Spectro-temporal Artifacts for Detecting Synthesized Speech0
Deep Spherical Manifold Gaussian Kernel for Unsupervised Domain Adaptation0
DeepSTAPLE: Learning to predict multimodal registration quality for unsupervised domain adaptation0
Deep Symmetric Adaptation Network for Cross-modality Medical Image Segmentation0
Deep Transfer-Learning for patient specific model re-calibration: Application to sEMG-Classification0
Deep Transfer Learning for Thermal Dynamics Modeling in Smart Buildings0
Deep Transfer Network: Unsupervised Domain Adaptation0
Deep Transfer Network with Joint Distribution Adaptation: A New Intelligent Fault Diagnosis Framework for Industry Application0
Deep Transparent Prediction through Latent Representation Analysis0
Deep Unsupervised Domain Adaptation: A Review of Recent Advances and Perspectives0
Deep Visual Domain Adaptation0
Deep Visual Domain Adaptation: A Survey0
Deep Weakly-Supervised Domain Adaptation for Pain Localization in Videos0
Defining Boundaries: The Impact of Domain Specification on Cross-Language and Cross-Domain Transfer in Machine Translation0
Degree-Conscious Spiking Graph for Cross-Domain Adaptation0
Show:102550
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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