TimeMatch: Unsupervised Cross-Region Adaptation by Temporal Shift Estimation Nov 4, 2021 Crop Classification Domain Adaptation
Code Code Available DILBERT: Customized Pre-Training for Domain Adaptation with Category Shift, with an Application to Aspect Extraction Nov 1, 2021 Aspect Extraction Domain Adaptation
Code Code Available A Prototype-Oriented Framework for Unsupervised Domain Adaptation Oct 22, 2021 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available Transfer beyond the Field of View: Dense Panoramic Semantic Segmentation via Unsupervised Domain Adaptation Oct 21, 2021 Autonomous Vehicles Domain Adaptation
Code Code Available Continual self-training with bootstrapped remixing for speech enhancement Oct 19, 2021 Domain Adaptation Speech Enhancement
Code Code Available LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation Oct 17, 2021 Domain Adaptation Pseudo Label
Code Code Available Model Adaptation: Historical Contrastive Learning for Unsupervised Domain Adaptation without Source Data Oct 7, 2021 Contrastive Learning Domain Adaptation
Code Code Available Shallow Features Guide Unsupervised Domain Adaptation for Semantic Segmentation at Class Boundaries Oct 6, 2021 Data Augmentation Domain Adaptation
Code Code Available ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods Oct 6, 2021 Conditional Image Generation Domain Adaptation
Code Code Available CADA: Multi-scale Collaborative Adversarial Domain Adaptation for Unsupervised Optic Disc and Cup Segmentation Oct 5, 2021 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available Seeking Similarities over Differences: Similarity-based Domain Alignment for Adaptive Object Detection Oct 4, 2021 Domain Adaptation Multi-Source Unsupervised Domain Adaptation
Code Code Available CALDA: Improving Multi-Source Time Series Domain Adaptation with Contrastive Adversarial Learning Sep 30, 2021 Activity Recognition Contrastive Learning
Code Code Available Evaluation of Deep Neural Network Domain Adaptation Techniques for Image Recognition Sep 28, 2021 Domain Adaptation image-classification
Code Code Available Joint Distribution Alignment via Adversarial Learning for Domain Adaptive Object Detection Sep 19, 2021 Domain Adaptation Object
Code Code Available Source-Free Domain Adaptive Fundus Image Segmentation with Denoised Pseudo-Labeling Sep 19, 2021 Denoising Domain Adaptation
Code Code Available S^3VAADA: Submodular Subset Selection for Virtual Adversarial Active Domain Adaptation Sep 18, 2021 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available Non-Parametric Unsupervised Domain Adaptation for Neural Machine Translation Sep 14, 2021 Domain Adaptation Machine Translation
Code Code Available Unsupervised domain adaptation for cross-modality liver segmentation via joint adversarial learning and self-learning Sep 13, 2021 Computed Tomography (CT) Domain Adaptation
Code Code Available CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation Sep 13, 2021 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available Bridging the Gap between Events and Frames through Unsupervised Domain Adaptation Sep 6, 2021 Domain Adaptation Event-based vision
Code Code Available DILBERT: Customized Pre-Training for Domain Adaptation withCategory Shift, with an Application to Aspect Extraction Sep 1, 2021 Aspect Extraction Domain Adaptation
Code Code Available Stagewise Unsupervised Domain Adaptation with Adversarial Self-Training for Road Segmentation of Remote Sensing Images Aug 28, 2021 Domain Adaptation Road Segmentation
Code Code Available Cross-category Video Highlight Detection via Set-based Learning Aug 26, 2021 Domain Adaptation Highlight Detection
Code Code Available Generalize then Adapt: Source-Free Domain Adaptive Semantic Segmentation Aug 25, 2021 Domain Adaptation Domain Generalization
Code Code Available Tune it the Right Way: Unsupervised Validation of Domain Adaptation via Soft Neighborhood Density Aug 24, 2021 Domain Adaptation image-classification
Code Code Available Geometry-Aware Self-Training for Unsupervised Domain Adaptationon Object Point Clouds Aug 20, 2021 Domain Adaptation Point Cloud Classification
Code Code Available Self-Rule to Multi-Adapt: Generalized Multi-source Feature Learning Using Unsupervised Domain Adaptation for Colorectal Cancer Tissue Detection Aug 20, 2021 Domain Adaptation Self-Supervised Learning
Code Code Available Multi-Target Adversarial Frameworks for Domain Adaptation in Semantic Segmentation Aug 16, 2021 Domain Adaptation Segmentation
Code Code Available Federated Adversarial Debiasing for Fair and Transferable Representations Aug 14, 2021 Domain Adaptation Federated Learning
Code Code Available Learning Transferable Parameters for Unsupervised Domain Adaptation Aug 13, 2021 Domain Adaptation image-classification
Code Code Available DensePASS: Dense Panoramic Semantic Segmentation via Unsupervised Domain Adaptation with Attention-Augmented Context Exchange Aug 13, 2021 Domain Adaptation Segmentation
Code Code Available TVT: Transferable Vision Transformer for Unsupervised Domain Adaptation Aug 12, 2021 Domain Adaptation Transfer Learning
Code Code Available Context-Aware Mixup for Domain Adaptive Semantic Segmentation Aug 8, 2021 Domain Adaptation Image-to-Image Translation
Code Code Available T-SVDNet: Exploring High-Order Prototypical Correlations for Multi-Source Domain Adaptation Jul 30, 2021 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available ADeLA: Automatic Dense Labeling with Attention for Viewpoint Adaptation in Semantic Segmentation Jul 29, 2021 Domain Adaptation Hallucination
Code Code Available Nearest Neighborhood-Based Deep Clustering for Source Data-absent Unsupervised Domain Adaptation Jul 27, 2021 Clustering Deep Clustering
Code Code Available Domain Adaptive Video Segmentation via Temporal Consistency Regularization Jul 23, 2021 Segmentation Unsupervised Domain Adaptation
Code Code Available Transporting Causal Mechanisms for Unsupervised Domain Adaptation Jul 23, 2021 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available VisDA-2021 Competition Universal Domain Adaptation to Improve Performance on Out-of-Distribution Data Jul 23, 2021 BIG-bench Machine Learning Domain Adaptation
Code Code Available DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic Segmentation Jul 20, 2021 Domain Adaptation Semantic Segmentation
Code Code Available Transfer Learning from Synthetic to Real LiDAR Point Cloud for Semantic Segmentation Jul 12, 2021 3D Unsupervised Domain Adaptation Data Augmentation
Code Code Available f-Domain-Adversarial Learning: Theory and Algorithms Jun 21, 2021 Domain Adaptation Learning Theory
Code Code Available ToAlign: Task-oriented Alignment for Unsupervised Domain Adaptation Jun 21, 2021 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available Wasserstein Barycenter for Multi-Source Domain Adaptation Jun 19, 2021 Domain Adaptation Face Recognition
Code Code Available Source-free Domain Adaptation via Avatar Prototype Generation and Adaptation Jun 18, 2021 Contrastive Learning Domain Adaptation
Code Code Available Synthetic COVID-19 Chest X-ray Dataset for Computer-Aided Diagnosis Jun 17, 2021 Diagnostic Domain Adaptation
Code Code Available Self-training Guided Adversarial Domain Adaptation For Thermal Imagery Jun 14, 2021 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available AdaMatch: A Unified Approach to Semi-Supervised Learning and Domain Adaptation Jun 8, 2021 Domain Adaptation Semi-supervised Domain Adaptation
Code Code Available Cross-Domain Gradient Discrepancy Minimization for Unsupervised Domain Adaptation Jun 8, 2021 Clustering Domain Adaptation
Code Code Available RDA: Robust Domain Adaptation via Fourier Adversarial Attacking Jun 5, 2021 Domain Adaptation Unsupervised Domain Adaptation
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