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 54015450 of 6439 papers

TitleStatusHype
Feature-Critic Networks for Heterogeneous Domain GeneralizationCode0
Domain Discrepancy Measure for Complex Models in Unsupervised Domain Adaptation0
On Learning Invariant Representation for Domain AdaptationCode0
Orthogonal Statistical LearningCode0
Learning Classifiers for Domain Adaptation, Zero and Few-Shot Recognition Based on Learning Latent Semantic Parts0
Towards Compact ConvNets via Structure-Sparsity Regularized Filter PruningCode0
AuxNet: Auxiliary tasks enhanced Semantic Segmentation for Automated Driving0
Learning Generalizable and Identity-Discriminative Representations for Face Anti-SpoofingCode0
Truly Generalizable Radiograph Segmentation with Conditional Domain AdaptationCode0
A review of domain adaptation without target labelsCode0
Domain Adaptation for Structured Output via Discriminative Patch RepresentationsCode0
An introduction to domain adaptation and transfer learning0
DART: Domain-Adversarial Residual-Transfer Networks for Unsupervised Cross-Domain Image Classification0
EANet: Enhancing Alignment for Cross-Domain Person Re-identificationCode0
Artistic Object Recognition by Unsupervised Style Adaptation0
The CORAL+ Algorithm for Unsupervised Domain Adaptation of PLDA0
Multi-component Image Translation for Deep Domain Generalization0
A General Approach to Domain Adaptation with Applications in Astronomy0
Patent Retrieval: A Literature Review0
Cross-Database Micro-Expression Recognition: A Benchmark0
PnP-AdaNet: Plug-and-Play Adversarial Domain Adaptation Network with a Benchmark at Cross-modality Cardiac SegmentationCode0
Sim-to-Real via Sim-to-Sim: Data-efficient Robotic Grasping via Randomized-to-Canonical Adaptation Networks0
TWINs: Two Weighted Inconsistency-reduced Networks for Partial Domain Adaptation0
Domain Adaptation for Reinforcement Learning on the Atari0
Domain Adaptation on Graphs by Learning Graph Topologies: Theoretical Analysis and an Algorithm0
PAC Learning Guarantees Under Covariate Shift0
A Parametric Top-View Representation of Complex Road Scenes0
DLOW: Domain Flow for Adaptation and GeneralizationCode0
The Global Anchor Method for Quantifying Linguistic Shifts and Domain AdaptationCode0
Attentional Road Safety Networks0
Multichannel Semantic Segmentation with Unsupervised Domain AdaptationCode0
Beyond Domain Adaptation: Unseen Domain Encapsulation via Universal Non-volume Preserving Models0
What is the Effect of Importance Weighting in Deep Learning?Code0
A Survey of Unsupervised Deep Domain AdaptationCode0
ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection0
OMNIA Faster R-CNN: Detection in the wild through dataset merging and soft distillation0
Disjoint Label Space Transfer Learning with Common Factorised Space0
A novel health risk model based on intraday physical activity time series collected by smartphones0
Transferable Natural Language Interface to Structured Queries aided by Adversarial Generation0
Moment Matching for Multi-Source Domain AdaptationCode0
Towards Continuous Domain adaptation for Healthcare0
Domain-Adaptive Single-View 3D ReconstructionCode0
CRAVES: Controlling Robotic Arm with a Vision-based Economic SystemCode0
Adversarial Domain Randomization0
SPLAT: Semantic Pixel-Level Adaptation Transforms for Detection0
Domain Alignment with Triplets0
ECO: Egocentric Cognitive Mapping0
Unsupervised Domain Adaptation using Generative Models and Self-ensembling0
Revisiting ( , , )-similarity learning for domain adaptation0
Adversarial Multiple Source Domain Adaptation0
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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
4CMKDAccuracy89Unverified
5PMTransAccuracy89Unverified
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
8DDAAccuracy88.9Unverified
9MEDMAccuracy88.9Unverified
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