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).
- Arxiv 24 Oct 2023 Mean Teacher DETR with Masked Feature Alignment: A Robust Domain Adaptive Detection Transformer Framework
- ICCV 2023 Novel Scenes & Classes: Towards Adaptive Open-set Object Detection
- ICCV 2023 CSDA: Learning Category-Scale Joint Feature for Domain Adaptive Object Detection
- ICCV 2023 Masked Retraining Teacher-Student Framework for Domain Adaptive Object Detection
- ICCV 2023 Bidirectional Alignment for Domain Adaptive Detection with Transformers
- Arxiv Aug 2023, Detect, Augment, Compose, and Adapt: Four Steps for Unsupervised Domain Adaptation in Object Detection
- ICCV 2023 Unsupervised Domain Adaptive Detection with Network Stability Analysis
- Arxiv 9 Jun 2023, Learning Domain-Aware Detection Head with Prompt Tuning
- CVPR 2023 Object Detection With Self-Supervised Scene Adaptation
- CVPR 2023 Instance Relation Graph Guided Source-Free Domain Adaptive Object Detection
- CVPR 2023 Harmonious Teacher for Cross-domain Object Detection
- CVPR 2023 Contrastive Mean Teacher for Domain Adaptive Object Detectors
- CVPR 2023 CLIP the Gap: A Single Domain Generalization Approach for Object Detection
- CVPR 2023 Learning Transformations To Reduce the Geometric Shift in Object Detection
- CVPR 2023 2PCNet: Two-Phase Consistency Training for Day-to-Night Unsupervised Domain Adaptive Object Detection
- CVPR 2023 AsyFOD: An Asymmetric Adaptation Paradigm for Few-Shot Domain Adaptive Object Detection
- CVPR 2023 CIGAR: Cross-Modality Graph Reasoning for Domain Adaptive Object Detection
- CVPR 2023 DETR With Additional Global Aggregation for Cross-Domain Weakly Supervised Object Detection
- CVPR 2023 Multi-view Adversarial Discriminator: Mine the Non-causal Factors for Object Detection in Unseen Domains
- T-PAMI 2023 SIGMA++: Improved Semantic-complete Graph Matching for Domain Adaptive Object Detection
- Arxiv 2023 Robust Domain Adaptive Object Detection with Unified Multi-Granularity Alignment
- TMM 2022 SCAN++: Enhanced Semantic Conditioned Adaptation for Domain Adaptive Object Detection
- ECCV 2022 Unsupervised Domain Adaptation for One-Stage Object Detector Using Offsets to Bounding Box
- ECCV 2022 AcroFOD: An Adaptive Method for Cross-Domain Few-Shot Object Detection
- ECCV 2022 MTTrans: Cross-Domain Object Detection with Mean Teacher Transformer
- CVPR 2022 Multi-Granularity Alignment Domain Adaptation for Object Detection
- CVPR 2022 Exploring Endogenous Shift for Cross-Domain Detection: A Large-Scale Benchmark and Perturbation Suppression Network
- CVPR 2022 Source-Free Object Detection by Learning To Overlook Domain Style
- 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
- 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
- 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
- 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
- Image and Vision Computing 2021, An unsupervised domain adaptation scheme for single-stage artwork recognition in cultural sites, code.
- 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