DA_Detection_Material

This repository will give some materials about domain adaptation for object detection.
If you find some overlooked papers or resourses, please open issues or pull requests (recommended).

• ECCV 2022 Unsupervised Domain Adaptation for One-stage Object Detector using Offsets to Bounding Box
• CVPR 2022 Towards Robust Adaptive Object Detection under Noisy Annotations
  • Code: NLTE
• CVPR 2022 Single-Domain Generalized Object Detection in Urban Scene via Cyclic-Disentangled Self-Distillation
  • Code: Single-DGOD
• CVPR 2022 H²FA R-CNN: Holistic and Hierarchical Feature Alignment for Cross-Domain Weakly Supervised Object Detection
  • Code: H2FA_R-CNN (PyTorch), H2FA_R-CNN (PaddlePaddle)
• CVPR 2022 Target-Relevant Knowledge Preservation for Multi-Source Domain Adaptive Object Detection
• CVPR 2022 Cross Domain Object Detection by Target-Perceived Dual Branch Distillation
• CVPR 2022 Cross-Domain Adaptive Teacher for Object Detection
  • Code: adaptive_teacher
• CVPR 2022 Task-specific Inconsistency Alignment for Domain Adaptive Object Detection
  • Code: TIA
• CVPR 2022 SIGMA: Semantic-complete Graph Matching for Domain Adaptative Object Detection
  • Code: SIGMA
• AAAI 2022 SCAN: Cross Domain Object Detection with Semantic Conditioned Adaptation
  • Code: SCAN
• AAAI 2022 Unsupervised Domain Adaptive Salient Object Detection Through Uncertainty-Aware Pseudo-Label Learning
• 2022 Decouple and Reconstruct: Mining Discriminative Features for Cross-domain Object Detection
• ICLR 2022 Decoupled Adaptation for Cross-Domain Object Detection
  • Code: Decoupled-Adaptation-for-Cross-Domain-Object-Detection
• Arxiv 2022 Domain-Invariant Proposals based on a Balanced Domain Classifier for Object Detection
• TMM 2022 Decompose to Adapt: Cross-domain Object Detection via Feature Disentanglement
  • code
• T-ITS C2FDA: Coarse-to-Fine Domain Adaptation for Traffic Object Detection
• Neurips 2021 SSAL: Synergizing between Self-Training and Adversarial Learning for Domain Adaptive Object Detection
• ICCV 2021 Dual Bipartite Graph Learning: A General Approach for Domain Adaptive Object Detection
• ICCV 2021 Vector-Decomposed Disentanglement for Domain-Invariant Object Detection
• ICCV 2021 PIT: Position-Invariant Transform for Cross-FoV Domain Adaptation
• ICCV 2021 Multi-Source Domain Adaptation for Object Detection
• ICCV 2021 Seeking Similarities Over Differences: Similarity-Based Domain Alignment for Adaptive Object Detection
• ICCV 2021 Knowledge Mining and Transferring for Domain Adaptive Object Detection
• ICCV 2021 Domain-Invariant Disentangled Network for Generalizable Object Detection
• TMM 2021 Uncertainty-Aware Unsupervised Domain Adaptation in Object Detection
• TMM 2021 Joint Distribution Alignment via Adversarial Learning for Domain Adaptive Object Detection
• TIP 2021 HTD: Heterogeneous Task Decoupling for Two-Stage Object Detection
• TIP Sequential Instance Refinement for Cross-Domain Object Detection in Images
• AAAI 2021 Category Dictionary Guided Unsupervised Domain Adaptation for Object Detection
• 20210704 arxiv Unsupervised Domain Adaptation of Object Detectors: A Survey
• IJCV2021 Scale-Aware Domain Adaptive Faster R-CNN
• 20210803 arxiv Multilevel Knowledge Transfer for Cross-Domain Object Detection
• CVPR 2021 Informative and Consistent Correspondence Mining for Cross-Domain Weakly Supervised Object Detection
• CVPR 2021 SRDAN: Scale-Aware and Range-Aware Domain Adaptation Network for Cross-Dataset 3D Object Detection
• CVPR 2021 ST3D: Self-Training for Unsupervised Domain Adaptation on 3D Object Detection
• CVPR 2021 MeGA-CDA: Memory Guided Attention for Category-Aware Unsupervised Domain Adaptive Object Detection
• CVPR 2021 I3Net: Implicit Instance-Invariant Network for Adapting One-Stage Object Detectors
• CVPR 2021 RPN Prototype Alignment for Domain Adaptive Object Detector
• CVPR 2021 Domain-Specific Suppression for Adaptive Object Detection
• CVPR 2021 Unbiased Mean Teacher for Cross-domain Object Detection
• ECCV 2020 One-Shot Unsupervised Cross-Domain Detection
• ECCV 2020 Prior-based Domain Adaptive Object Detection for Hazy and Rainy Conditions
• ECCV 2020 Collaborative Training between Region Proposal Localization and Classification for Domain Adaptive Object Detection
• ECCV 2020 Every Pixel Matters: Center-aware Feature Alignment for Domain Adaptive Object Detector
• ECCV 2020 Domain Adaptive Object Detection via Asymmetric Tri-way Faster-RCNN
• ACM MM 2020 Domain-Adaptive Object Detection via Uncertainty-Aware Distribution Alignment
• 20201216 arxiv Domain Adaptive Object Detection via Feature Separation and Alignment
• 20200217 arxiv Deep Domain Adaptive Object Detection: a Survey
• 20200309 AAAI 2020 iFAN: Image-Instance Full Alignment Networks for Adaptive Object Detection
• 20200313 CVPR 2020 Harmonizing Transferability and Discriminability for Adapting Object Detectors
• 20200316 ECCV 2020 Adapting Object Detectors with Conditional Domain Normalization
• 20200409 arxiv Deeply Aligned Adaptation for Cross-domain Object Detection
• 20200329 arxiv Adaptive Object Detection with Dual Multi-Label Prediction
• 20200329 ECCV 2020 Spatial Attention Pyramid Network for Unsupervised Domain Adaptation
• 20200320 CVPR 2020 Exploring Categorical Regularization for Domain Adaptive Object Detection
  • Code: CR-DA-DET
• 20200203 arxiv Unsupervised Domain Adaptive Object Detection using Forward-Backward Cyclic Adaptation
• 20200322 arxiv Self-Guided Adaptation: Progressive Representation Alignment for Domain Adaptive Object Detection
• 20200320 CVPR 2020 Cross-domain Object Detection through Coarse-to-Fine Feature Adaptation
• 20200328 CVPR 2020 Cross-domain Detection via Graph-induced Prototype Alignment
  • Code: GPA-detection
• 20191215 arxiv Curriculum Self-Paced Learning for Cross-Domain Object Detection
• 20191129 arxiv Prior-based Domain Adaptive Object Detection for Adverse Weather Conditions
• 20191124 arxiv Unsupervised Domain Adaptation for Object Detection via Cross-Domain Semi-Supervised Learning
• 20191122 BMVC 2019 Domain Adaptation for Object Detection via Style Consistency
• 20190918 arxiv Wasserstein Distance Based Domain Adaptation for Object Detection
• 20190907 ICCV 2019 Multi-adversarial Faster-RCNN for Unrestricted Object Detection
• 20190514 CVPR 2019 Diversify and Match: A Domain Adaptive Representation Learning Paradigm for Object Detection
• 20191024 WACV 2020 Progressive Domain Adaptation for Object Detection
• 20190902 ICCV 2019(oral) Self-Training and Adversarial Background Regularization for Unsupervised Domain Adaptive One-Stage Object Detection
• 2019xxxx CVPR 2019 Adapting Object Detectors via Selective Cross-Domain Alignment
  • code: SCDA
• 20190425 CVPR 2019 Exploring Object Relation in Mean Teacher for Cross-Domain Detection
• 20190404 A Robust Learning Approach to Domain Adaptive Object Detection
• 20190310 CVPR 2019 Sliced Wasserstein Discrepancy for Unsupervised Domain Adaptation
• 20190322 CVPR 2019 Few-shot Adaptive Faster R-CNN
• 20190409 CVPR 2019 Towards Universal Object Detection by Domain Attention
• 20190415 CVPR 2019 Automatic adaptation of object detectors to new domains using self-training
  • code: detectron-self-train
• 20190405 CVPR 2019 Strong-Weak Distribution Alignment for Adaptive Object Detection
  • code: DA_Detection
• 20181203 SPLAT: Semantic Pixel-Level Adaptation Transforms for Detection
• 20181004 Unsupervised Adversarial Visual Level Domain Adaptation for Learning Video Object Detectors from Images
• 20180930 Pixel and Feature Level Based Domain Adaption for Object Detection in Autonomous Driving
• 20180530 CVPR 2018 Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation
  • code: cross-domain-detection
• 20180508 CVPR 2018 Domain Adaptive Faster R-CNN for Object Detection in the Wild
  • image level alignment, instance level alignment and consistency regularization
  • code: da-faster-rcnn