If your data distribution shifts, use self-learning Apr 27, 2021 Domain Adaptation Robust classification
Code Code Available BoMuDANet: Unsupervised Adaptation for Visual Scene Understanding in Unstructured Driving Environments Sep 22, 2020 Domain Adaptation Scene Understanding
Code Code Available Contrast, Stylize and Adapt: Unsupervised Contrastive Learning Framework for Domain Adaptive Semantic Segmentation Jun 15, 2023 Contrastive Learning Domain Adaptation
Code Code Available Cooperative Students: Navigating Unsupervised Domain Adaptation in Nighttime Object Detection Apr 2, 2024 Domain Adaptation object-detection
Code Code Available Adversarial Branch Architecture Search for Unsupervised Domain Adaptation Feb 12, 2021 Domain Adaptation Model Selection
Code Code Available BlenDA: Domain Adaptive Object Detection through diffusion-based blending Jan 18, 2024 Domain Adaptation Image-to-Image Translation
Code Code Available Contrastive Domain Adaptation for Time-Series via Temporal Mixup Dec 3, 2022 Contrastive Learning Domain Adaptation
Code Code Available Cross-category Video Highlight Detection via Set-based Learning Aug 26, 2021 Domain Adaptation Highlight Detection
Code Code Available Adversarial Discriminative Domain Adaptation Feb 17, 2017 Domain Adaptation General Classification
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 DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series Apr 17, 2024 Anomaly Detection Contrastive Learning
Code Code Available DACS: Domain Adaptation via Cross-domain Mixed Sampling Jul 17, 2020 Domain Adaptation Semantic Segmentation
Code Code Available DARE-GRAM: Unsupervised Domain Adaptation Regression by Aligning Inverse Gram Matrices Jan 1, 2023 Domain Adaptation regression
Code Code Available Attentive Prototypes for Source-free Unsupervised Domain Adaptive 3D Object Detection Nov 30, 2021 3D Object Detection Domain Adaptation
Code Code Available Cloning Outfits from Real-World Images to 3D Characters for Generalizable Person Re-Identification Apr 6, 2022 Generalizable Person Re-identification Person Re-Identification
Code Code Available 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 Bridging Few-Shot Learning and Adaptation: New Challenges of Support-Query Shift May 25, 2021 Domain Adaptation Few-Shot Learning
Code Code Available DecoupleNet: Decoupled Network for Domain Adaptive Semantic Segmentation Jul 20, 2022 Domain Adaptation Segmentation
Code Code Available Deep Hashing Network for Unsupervised Domain Adaptation Jun 22, 2017 Deep Hashing Domain Adaptation
Code Code Available Deep Unsupervised Domain Adaptation for Time Series Classification: a Benchmark Dec 15, 2023 Activity Recognition Domain Adaptation
Code Code Available Depth-Assisted ResiDualGAN for Cross-Domain Aerial Images Semantic Segmentation Aug 21, 2022 Domain Adaptation Segmentation
Code Code Available Detect, Augment, Compose, and Adapt: Four Steps for Unsupervised Domain Adaptation in Object Detection Aug 29, 2023 Domain Adaptation object-detection
Code Code Available Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation Mar 18, 2020 Domain Adaptation Semantic Segmentation
Code Code Available Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector Jun 4, 2025 Domain Adaptation object-detection
Code Code Available CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation Aug 27, 2022 Contrastive Learning Domain Adaptation
Code Code Available Discriminator-free Unsupervised Domain Adaptation for Multi-label Image Classification Jan 25, 2023 Domain Adaptation image-classification
Code Code Available Divide and Adapt: Active Domain Adaptation via Customized Learning Jul 21, 2023 Active Learning Domain Adaptation
Code Code Available DODA: Data-oriented Sim-to-Real Domain Adaptation for 3D Semantic Segmentation Apr 4, 2022 3D Semantic Segmentation Domain Adaptation
Code Code Available Adaptive-Attentive Geolocalization from few queries: a hybrid approach Oct 14, 2020 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available Domain Adaptation for Multi-label Image Classification: a Discriminator-free Approach May 20, 2025 Domain Adaptation image-classification
Code Code Available 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 Domain Adaptation with Adversarial Training on Penultimate Activations Aug 26, 2022 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 Domain Adaptive Faster R-CNN for Object Detection in the Wild Mar 8, 2018 Domain Adaptation Object
Code Code Available Adversarial Style Mining for One-Shot Unsupervised Domain Adaptation Apr 13, 2020 Domain Adaptation domain classification
Code Code Available 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 BAH Dataset for Ambivalence/Hesitancy Recognition in Videos for Behavioural Change May 25, 2025 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation Mar 29, 2021 Domain Adaptation Scene Segmentation
Code Code Available 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 BAPA-Net: Boundary Adaptation and Prototype Alignment for Cross-Domain Semantic Segmentation Jan 1, 2021 Domain Adaptation Segmentation
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 Calibrated Adaptive Teacher for Domain Adaptive Intelligent Fault Diagnosis Dec 5, 2023 Domain Adaptation Fault Diagnosis
Code Code Available 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 Learning Part Segmentation through Unsupervised Domain Adaptation from Synthetic Vehicles Mar 25, 2021 Domain Adaptation Geometric Matching
Code Code Available Bending Reality: Distortion-aware Transformers for Adapting to Panoramic Semantic Segmentation Mar 2, 2022 Domain Adaptation Scene Understanding
Code Code Available DUQGen: Effective Unsupervised Domain Adaptation of Neural Rankers by Diversifying Synthetic Query Generation Apr 3, 2024 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available Dynamic Retraining-Updating Mean Teacher for Source-Free Object Detection Jul 23, 2024 Domain Adaptation object-detection
Code Code Available Emo-DNA: Emotion Decoupling and Alignment Learning for Cross-Corpus Speech Emotion Recognition Aug 4, 2023 Cross-corpus Domain Adaptation
Code Code Available Active Learning for Domain Adaptation: An Energy-Based Approach Dec 2, 2021 Active Learning Domain Adaptation
Code Code Available CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation Sep 13, 2021 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available 