awesome-domain-adaptation-object-detection

A collection of papers about domain adaptation object detection. Welcome to PR the works (papers, repositories) that are missed by the repo.

2023

• [WACV] Towards Online Domain Adaptive Object Detection
• [WACV]Domain Adaptive Object Detection for Autonomous Driving Under Foggy Weather[PyTorch]
• [WACV]Domain Adaptation Using Self-Training With Mixup for One-Stage Object Detection
• [CVPR] Object Detection with Self-Supervised Scene Adaptation [CODE]

2022

• [CVPR] Towards Robust Adaptive Object Detection under Noisy Annotations [PyTorch]
• [CVPR] Cross-Domain Adaptive Teacher for Object Detection [Project] [PyTorch]
• [CVPR] SIGMA: Semantic-complete Graph Matching for Domain Adaptive Object Detection [PyTorch]
• [CVPR] H²FA R-CNN: Holistic and Hierarchical Feature Alignment for Cross-Domain Weakly Supervised Object Detection [PyTorch] [PaddlePaddle]
• [CVPR] Task-specific Inconsistency Alignment for Domain Adaptive Object Detection [PyTorch]
• [CVPR] Single-Domain Generalized Object Detection in Urban Scene via Cyclic-Disentangled Self-Distillation [CODE]
• [CVPR] Target-Relevant Knowledge Preservation for Multi-Source Domain Adaptive Object Detection
• [CVPR] Cross Domain Object Detection by Target-Perceived Dual Branch Distillation
• [ICLR] Decoupled Adaptation for Cross-Domain Object Detection [PyTorch]
• [AAAI] SCAN: Cross Domain Object Detection with Semantic Conditioned Adaptation [PyTorch]
• [Image and Vision Computing] An unsupervised domain adaptation scheme for single-stage artwork recognition in cultural sites [CODE]
• [ESWA] Cross-domain object detection using unsupervised image translation
• [WACV] Meta-UDA: Unsupervised Domain Adaptive Thermal Object Detection Using Meta-Learning
• [WACV] PICA: Point-Wise Instance and Centroid Alignment Based Few-Shot Domain Adaptive Object Detection With Loose Annotations
• [WACV] SC-UDA: Style and Content Gaps Aware Unsupervised Domain Adaptation for Object Detection
• [ARXIV] AWADA: Attention-Weighted Adversarial Domain Adaptation for Object Detection

2021

• [NeurIPS] SSAL: Synergizing between Self-Training and Adversarial Learning for Domain Adaptive Object Detection [Project]
• [AAAI] A Free Lunch for Unsupervised Domain Adaptive Object Detection without Source Data
• [AAAI] Category Dictionary Guided Unsupervised Domain Adaptation for Object Detection probject CODE
• [ARXIV] Curriculum Self-Paced Learning for Cross-Domain Object Detection
• [TPAMI] Instance-Invariant Domain Adaptive Object Detection via Progressive Disentanglement [CODE]
• [CVPR] MeGA-CDA: Memory Guided Attention for Category-Aware Unsupervised Domain Adaptive Object Detection
• [CVPR] RPN Prototype Alignment for Domain Adaptive Object Detector
• [CVPR] Informative and Consistent Correspondence Mining for Cross-Domain Weakly Supervised Object Detection
• [ICCV] Multi-Source Domain Adaptation for Object Detection
• [ICCV] Knowledge Mining and Transferring for Domain Adaptive Object Detection
• [ICCV] Seeking Similarities over Differences: Similarity-based Domain Alignment for Adaptive Object Detection
• [ICCV] Vector-Decomposed Disentanglement for Domain-Invariant Object Detection
• [ICCV] Dual Bipartite Graph Learning: A General Approach for Domain Adaptive Object Detection

2020

• [CVPR] Harmonizing Transferability and Discriminability for Adapting Object Detectors[CODE]
• [CVPR] Exploring Categorical Regularization for Domain Adaptive Object Detection[CODE]
• [CVPR] Cross-domain Detection via Graph-induced Prototype Alignment [CODE]
• [CVPR] Cross-domain Object Detection through Coarse-to-Fine Feature Adaptation
• [ECCV] Spatial Attention Pyramid Network for Unsupervised Domain Adaptation [CODE]
• [ECCV] Domain Adaptive Object Detection via Asymmetric Tri-way Faster-RCNN
• [ECCV] Collaborative Training between Region Proposal Localization and Classification for Domain Adaptive Object Detection [CODE]
• [ECCV]Prior-based Domain Adaptive Object Detection for Hazy and Rainy Conditions
• [ICIP] Deep Domain Adaptive Object Detection: a Survey
• [WACV] Progressive Domain Adaptation for Object Detection
• [WACV] Multi-Scale Adversarial Cross-Domain Detection with Robust Discriminative
• [Berkeley] Adapting Across Domains by Aligning Representations and Images
• [ARXIV] Unsupervised Domain Adaptation for Object Detection via Cross-Domain Semi-Supervised Learning
• [ARXIV] Prior-based Domain Adaptive Object Detection for Adverse Weather Conditions
• [ARXIV] Unsupervised Domain Adaptive Object Detection using Forward-Backward Cyclic Adaptation
• [ARXIV] Unsupervised Domain Adaptation from Synthetic to Real Images for Anchorless Object Detection [CODE]
• [ARXIV] Domain Adaptive Object Detection via Feature Separation and Alignment
• [ARXIV] Channel-wise Alignment for Adaptive Object Detection
• [ARXIV] Learning a Domain Classifier Bank for Unsupervised Adaptive Object Detection
• [ARXIV] Domain Contrast for Domain Adaptive Object Detection
• [ARXIV] Thermal Object Detection using Domain Adaptation through Style Consistency
• [ARXIV] Deeply Aligned Adaptation for Cross-domain Object Detection
• [ARXIV] Adaptive Object Detection with Dual Multi-Label Prediction
• [ARXIV] Adapting Object Detectors with Conditional Domain Normalization [CODE]
• [ARXIV] Unbiased Mean Teacher for Cross Domain Object Detection
• [ARXIV] Unsupervised Image-generation Enhanced Adaptation for Object Detection in Thermal images
• [ARXIV] Prior-based Domain Adaptive Object Detection for Hazy and Rainy Conditions
• [ACMMM] Domain-Adaptive Object Detection via Uncertainty-Aware Distribution Alignment CODE

2019

• [IJCNN] Cross-Domain Car Detection Using Unsupervised Image-to-Image Translation: From Day to Night [Project]
• [ICCV] Self-Training and Adversarial Background Regularization for Unsupervised Domain Adaptive One-Stage Object Detection
• [ICCV] A Robust Learning Approach to Domain Adaptive Object Detection
• [ICCV] Multi-adversarial Faster-RCNN for Unrestricted Object Detection
• [CVPR] Exploring Object Relation in Mean Teacher for Cross-Domain Detection
• [CVPR] Adapting Object Detectors via Selective Cross-Domain Alignment [CODE]
• [CVPR]Automatic adaptation of object detectors to new domains using self-training [Project]
• [CVPR]Towards Universal Object Detection by Domain Attention
• [CVPR]Strong-Weak Distribution Alignment for Adaptive Object Detection [CODE]
• [CVPR]Diversify and Match: A Domain Adaptive Representation Learning Paradigm for Object Detection [CODE]
• [BMVC] Domain Adaptation for Object Detection via Style Consistency
• [ARXIV] SCL: Towards Accurate Domain Adaptive Object Detection via Gradient Detach Based Stacked Complementary Losses [CODE]

2018

• [CVPR] Cross-Domain Weakly-Supervised Object Detection Through Progressive Domain Adaptation
• [CVPR]Domain Adaptive Faster R-CNN for Object Detection in the Wild [Caffe2] [Caffe]