Source Data-absent Unsupervised Domain Adaptation through Hypothesis Transfer and Labeling Transfer Dec 14, 2020 Classification Domain Adaptation
Code Code Available 5 Uncertainty-Aware Source-Free Adaptive Image Super-Resolution with Wavelet Augmentation Transformer Mar 31, 2023 Domain Adaptation Image Super-Resolution
Code Code Available 5 Simplifying Source-Free Domain Adaptation for Object Detection: Effective Self-Training Strategies and Performance Insights Jul 10, 2024 Domain Adaptation object-detection
Code Code Available 5 Balancing Discriminability and Transferability for Source-Free Domain Adaptation Jun 16, 2022 Domain Adaptation Semantic Segmentation
Code Code Available 5 Sign Segmentation with Changepoint-Modulated Pseudo-Labelling Apr 28, 2021 Domain Adaptation Segmentation
Code Code Available 5 Tent: Fully Test-time Adaptation by Entropy Minimization Jun 18, 2020 Domain Adaptation General Classification
Code Code Available 5 GALA: Graph Diffusion-based Alignment with Jigsaw for Source-free Domain Adaptation Oct 22, 2024 Domain Adaptation GRAPH DOMAIN ADAPTATION
Code Code Available 5 SFHarmony: Source Free Domain Adaptation for Distributed Neuroimaging Analysis Mar 28, 2023 Domain Adaptation Source-Free Domain Adaptation
Code Code Available 5 Generalized Source-free Domain Adaptation Aug 3, 2021 Domain Adaptation Source-Free Domain Adaptation
Code Code Available 5 SF(DA)^2: Source-free Domain Adaptation Through the Lens of Data Augmentation Mar 16, 2024 Data Augmentation Disentanglement
Code Code Available 5 SS-SFDA : Self-Supervised Source-Free Domain Adaptation for Road Segmentation in Hazardous Environments Nov 27, 2020 Autonomous Vehicles Domain Adaptation
Code Code Available 5 Transformer-Based Source-Free Domain Adaptation May 28, 2021 Domain Adaptation Knowledge Distillation
Code Code Available 5 1st Place Solution for ECCV 2022 OOD-CV Challenge Object Detection Track Jan 12, 2023 Domain Adaptation Domain Generalization
Code Code Available 5 A3: Active Adversarial Alignment for Source-Free Domain Adaptation Sep 27, 2024 Active Learning Domain Adaptation
Code Code Available 5 A Comparison of Strategies for Source-Free Domain Adaptation May 1, 2022 Active Learning Data Augmentation
Code Code Available 5 Agile Multi-Source-Free Domain Adaptation Mar 8, 2024 Domain Adaptation Source-Free Domain Adaptation
Code Code Available 5 Bridge then Begin Anew: Generating Target-relevant Intermediate Model for Source-free Visual Emotion Adaptation Dec 18, 2024 Domain Adaptation Emotion Recognition
Code Code Available 5 CNG-SFDA:Clean-and-Noisy Region Guided Online-Offline Source-Free Domain Adaptation Jan 26, 2024 Domain Adaptation Pseudo Label
Code Code Available 5 Rethinking the Role of Pre-Trained Networks in Source-Free Domain Adaptation Dec 15, 2022 Domain Adaptation Representation Learning
Code Code Available 5 Contrast and Clustering: Learning Neighborhood Pair Representation for Source-free Domain Adaptation Jan 31, 2023 Clustering Contrastive Learning
Code Code Available 5 DDFP: Data-dependent Frequency Prompt for Source Free Domain Adaptation of Medical Image Segmentation May 15, 2025 Domain Adaptation Image Segmentation
Code Code Available 5 De-Confusing Pseudo-Labels in Source-Free Domain Adaptation Jan 3, 2024 Domain Adaptation Source-Free Domain Adaptation
Code Code Available 5 Disentangled Source-Free Personalization for Facial Expression Recognition with Neutral Target Data Mar 26, 2025 Domain Adaptation Facial Expression Recognition
Code Code Available 5 Effective Dual-Region Augmentation for Reduced Reliance on Large Amounts of Labeled Data Apr 17, 2025 Data Augmentation Diversity
Code Code Available 5 EIANet: A Novel Domain Adaptation Approach to Maximize Class Distinction with Neural Collapse Principles Jul 23, 2024 Domain Adaptation Fine-Grained Visual Categorization
Code Code Available 5 Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning May 28, 2024 Domain Adaptation Instruction Following
Code Code Available 5 FACT: Federated Adversarial Cross Training Jun 1, 2023 Domain Adaptation Federated Learning
Code Code Available 5 Few-shot Fine-tuning is All You Need for Source-free Domain Adaptation Apr 3, 2023 All Domain Adaptation
Code Code Available 5 A Curriculum-style Self-training Approach for Source-Free Semantic Segmentation Jun 22, 2021 Domain Adaptation Representation Learning
Code Code Available 5 Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation Jul 1, 2023 Decoder Domain Adaptation
Code Code Available 5 Leveraging Segment Anything Model for Source-Free Domain Adaptation via Dual Feature Guided Auto-Prompting May 13, 2025 Domain Adaptation Source-Free Domain Adaptation
Code Code Available 5 Multi-source-free Domain Adaptation via Uncertainty-aware Adaptive Distillation Feb 9, 2024 Domain Adaptation Knowledge Distillation
Code Code Available 5 On Balancing Bias and Variance in Unsupervised Multi-Source-Free Domain Adaptation Feb 1, 2022 Domain Adaptation Source-Free Domain Adaptation
Code Code Available 5 Polycentric Clustering and Structural Regularization for Source-free Unsupervised Domain Adaptation Oct 14, 2022 Clustering Domain Adaptation
Code Code Available 5 Prototypical Distillation and Debiased Tuning for Black-box Unsupervised Domain Adaptation Dec 30, 2024 Domain Adaptation Source-Free Domain Adaptation
Code Code Available 5 Recall and Refine: A Simple but Effective Source-free Open-set Domain Adaptation Framework Nov 19, 2024 Domain Adaptation Source-Free Domain Adaptation
Code Code Available 5 Reconciling a Centroid-Hypothesis Conflict in Source-Free Domain Adaptation Dec 7, 2022 Domain Adaptation Pseudo Label
Code Code Available 5 Self-training solutions for the ICCV 2023 GeoNet Challenge Nov 28, 2023 Domain Adaptation Source-Free Domain Adaptation
Code Code Available 5 SemEval-2021 Task 10: Source-Free Domain Adaptation for Semantic Processing Aug 1, 2021 Domain Adaptation Negation
Code Code Available 5 SFDA-rPPG: Source-Free Domain Adaptive Remote Physiological Measurement with Spatio-Temporal Consistency Sep 18, 2024 Domain Adaptation Domain Generalization
Code Code Available 5 Shuffle PatchMix Augmentation with Confidence-Margin Weighted Pseudo-Labels for Enhanced Source-Free Domain Adaptation May 30, 2025 Data Augmentation Domain Adaptation
Code Code Available 5 SIDE: Self-supervised Intermediate Domain Exploration for Source-free Domain Adaptation Oct 13, 2023 Domain Adaptation Self-Supervised Learning
Code Code Available 5 Source-Free Domain Adaptation for Question Answering with Masked Self-training Dec 19, 2022 Domain Adaptation Question Answering
Code Code Available 5 Source-Free Domain Adaptation Guided by Vision and Vision-Language Pre-Training May 5, 2024 Domain Adaptation Language Modelling
Code Code Available 5 Source-Free Domain Adaptation for SSVEP-based Brain-Computer Interfaces May 27, 2023 Brain Computer Interface Domain Adaptation
Code Code Available 5 Source-Free Domain Adaptation of Weakly-Supervised Object Localization Models for Histology Apr 29, 2024 Contrastive Learning Domain Adaptation
Code Code Available 5 Source-Free Domain Adaptation via Distribution Estimation Apr 24, 2022 Domain Adaptation Privacy Preserving
Code Code Available 5 Spatio-Temporal Pixel-Level Contrastive Learning-based Source-Free Domain Adaptation for Video Semantic Segmentation Mar 25, 2023 Contrastive Learning Domain Adaptation
Code Code Available 5 SpGesture: Source-Free Domain-adaptive sEMG-based Gesture Recognition with Jaccard Attentive Spiking Neural Network May 23, 2024 CPU Domain Adaptation
Code Code Available 5 SRPL-SFDA: SAM-Guided Reliable Pseudo-Labels for Source-Free Domain Adaptation in Medical Image Segmentation Jun 11, 2025 Domain Adaptation Image Segmentation
Code Code Available 5 