If your data distribution shifts, use self-learning Apr 27, 2021 Domain Adaptation Robust classification
Code Code Available 5 CALDA: Improving Multi-Source Time Series Domain Adaptation with Contrastive Adversarial Learning Sep 30, 2021 Activity Recognition Contrastive Learning
Code Code Available 5 CARLANE: A Lane Detection Benchmark for Unsupervised Domain Adaptation from Simulation to multiple Real-World Domains Jun 16, 2022 2D Semantic Segmentation Autonomous Driving
Code Code Available 5 Category Contrast for Unsupervised Domain Adaptation in Visual Tasks Jun 5, 2021 Contrastive Learning Domain Adaptation
Code Code Available 5 Adversarial Branch Architecture Search for Unsupervised Domain Adaptation Feb 12, 2021 Domain Adaptation Model Selection
Code Code Available 5 Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Jan 23, 2020 Direct Transfer Person Re-identification Domain Adaptation
Code Code Available 5 Discriminator-free Unsupervised Domain Adaptation for Multi-label Image Classification Jan 25, 2023 Domain Adaptation image-classification
Code Code Available 5 DINE: Domain Adaptation from Single and Multiple Black-box Predictors Apr 4, 2021 Domain Adaptation Transductive Learning
Code Code Available 5 Adversarial Discriminative Domain Adaptation Feb 17, 2017 Domain Adaptation General Classification
Code Code Available 5 CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation Sep 13, 2021 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available 5 Collaborative Unsupervised Domain Adaptation for Medical Image Diagnosis Nov 17, 2019 Diagnostic Domain Adaptation
Code Code Available 5 Domain Adaptation for Time Series Under Feature and Label Shifts Feb 6, 2023 Domain Adaptation Time Series
Code Code Available 5 Anomaly Detection in IR Images of PV Modules using Supervised Contrastive Learning Dec 6, 2021 Anomaly Detection Contrastive Learning
Code Code Available 5 Attentive Prototypes for Source-free Unsupervised Domain Adaptive 3D Object Detection Nov 30, 2021 3D Object Detection Domain Adaptation
Code Code Available 5 Attentive WaveBlock: Complementarity-enhanced Mutual Networks for Unsupervised Domain Adaptation in Person Re-identification and Beyond Jun 11, 2020 Clustering Domain Adaptation
Code Code Available 5 Attract, Perturb, and Explore: Learning a Feature Alignment Network for Semi-supervised Domain Adaptation Jul 18, 2020 Domain Adaptation Semi-supervised Domain Adaptation
Code Code Available 5 CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation Aug 27, 2022 Contrastive Learning Domain Adaptation
Code Code Available 5 DenseMTL: Cross-task Attention Mechanism for Dense Multi-task Learning Jun 17, 2022 2D Semantic Segmentation Depth Estimation
Code Code Available 5 Cluster-level pseudo-labelling for source-free cross-domain facial expression recognition Oct 11, 2022 Cross-Domain Facial Expression Recognition Domain Adaptation
Code Code Available 5 Cluster Contrast for Unsupervised Person Re-Identification Mar 22, 2021 Clustering Domain Adaptation
Code Code Available 5 CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning Mar 26, 2024 Domain Adaptation Semantic Segmentation
Code Code Available 5 Collaborating Domain-shared and Target-specific Feature Clustering for Cross-domain 3D Action Recognition Jul 20, 2022 3D Action Recognition Action Recognition
Code Code Available 5 DomainMix: Learning Generalizable Person Re-Identification Without Human Annotations Nov 24, 2020 Domain Adaptation Generalizable Person Re-identification
Code Code Available 5 Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation Feb 20, 2020 Domain Adaptation Partial Domain Adaptation
Code Code Available 5 2PCNet: Two-Phase Consistency Training for Day-to-Night Unsupervised Domain Adaptive Object Detection Mar 24, 2023 Domain Adaptation object-detection
Code Code Available 5 Collaborative Unsupervised Domain Adaptation for Medical Image Diagnosis Jul 5, 2020 Diagnostic Domain Adaptation
Code Code Available 5 ConDo: Continual Domain Expansion for Absolute Pose Regression Dec 18, 2024 Domain Adaptation regression
Code Code Available 5 Compositional Semantic Mix for Domain Adaptation in Point Cloud Segmentation Aug 28, 2023 Domain Adaptation Point Cloud Completion
Code Code Available 5 Adaptive-Attentive Geolocalization from few queries: a hybrid approach Oct 14, 2020 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available 5 ConDA: Contrastive Domain Adaptation for AI-generated Text Detection Sep 7, 2023 Articles Contrastive Learning
Code Code Available 5 Dual-level Interaction for Domain Adaptive Semantic Segmentation Jul 16, 2023 Domain Adaptation Segmentation
Code Code Available 5 Dual-Reference Source-Free Active Domain Adaptation for Nasopharyngeal Carcinoma Tumor Segmentation across Multiple Hospitals Sep 23, 2023 Domain Adaptation Segmentation
Code Code Available 5 Confidence-based Visual Dispersal for Few-shot Unsupervised Domain Adaptation Sep 27, 2023 Domain Adaptation Self-Supervised Learning
Code Code Available 5 Confidence Regularized Self-Training Aug 26, 2019 Domain Adaptation image-classification
Code Code Available 5 Adversarial Style Mining for One-Shot Unsupervised Domain Adaptation Apr 13, 2020 Domain Adaptation domain classification
Code Code Available 5 Back-Training excels Self-Training at Unsupervised Domain Adaptation of Question Generation and Passage Retrieval Apr 18, 2021 BIG-bench Machine Learning Domain Adaptation
Code Code Available 5 BAH Dataset for Ambivalence/Hesitancy Recognition in Videos for Behavioural Change May 25, 2025 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available 5 Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation Mar 29, 2021 Domain Adaptation Scene Segmentation
Code Code Available 5 Confidence Score for Source-Free Unsupervised Domain Adaptation Jun 14, 2022 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available 5 BAPA-Net: Boundary Adaptation and Prototype Alignment for Cross-Domain Semantic Segmentation Jan 1, 2021 Domain Adaptation Segmentation
Code Code Available 5 Context-Aware Mixup for Domain Adaptive Semantic Segmentation Aug 8, 2021 Domain Adaptation Image-to-Image Translation
Code Code Available 5 Contrastive Mean Teacher for Domain Adaptive Object Detectors May 4, 2023 Contrastive Learning Domain Adaptation
Code Code Available 5 Behind Every Domain There is a Shift: Adapting Distortion-aware Vision Transformers for Panoramic Semantic Segmentation Jul 25, 2022 Domain Adaptation Pseudo Label
Code Code Available 5 C-SFDA: A Curriculum Learning Aided Self-Training Framework for Efficient Source Free Domain Adaptation Mar 30, 2023 Domain Adaptation Memorization
Code Code Available 5 Bending Reality: Distortion-aware Transformers for Adapting to Panoramic Semantic Segmentation Mar 2, 2022 Domain Adaptation Scene Understanding
Code Code Available 5 Exploiting Instance-based Mixed Sampling via Auxiliary Source Domain Supervision for Domain-adaptive Action Detection Sep 28, 2022 Action Detection Domain Adaptation
Code Code Available 5 Continual Domain Adaptation through Pruning-aided Domain-specific Weight Modulation Apr 15, 2023 Continual Learning Domain Adaptation
Code Code Available 5 Continual self-training with bootstrapped remixing for speech enhancement Oct 19, 2021 Domain Adaptation Speech Enhancement
Code Code Available 5 DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series Apr 17, 2024 Anomaly Detection Contrastive Learning
Code Code Available 5 Bidirectional Self-Training with Multiple Anisotropic Prototypes for Domain Adaptive Semantic Segmentation Apr 16, 2022 Domain Adaptation Pseudo Label
Code Code Available 5 