This repository will give some materials about domain adaptation for object detection.
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20200217 arxiv Deep Domain Adaptive Object Detection: a Survey
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20200309 AAAI 2020 iFAN: Image-Instance Full Alignment Networks for Adaptive Object Detection
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20200313 CVPR 2020 Harmonizing Transferability and Discriminability for Adapting Object Detectors
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20200316 arxiv Adapting Object Detectors with Conditional Domain Normalization
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20200409 arxiv Deeply Aligned Adaptation for Cross-domain Object Detection
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20200329 arxiv Adaptive Object Detection with Dual Multi-Label Prediction
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20200329 arxiv Spatial Attention Pyramid Network for Unsupervised Domain Adaptation
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20200320 CVPR 2020 Exploring Categorical Regularization for Domain Adaptive Object Detection
- Code: CR-DA-DET
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20200302 arxiv Unbiased Mean Teacher for Cross Domain Object Detection
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20200203 arxiv Unsupervised Domain Adaptive Object Detection using Forward-Backward Cyclic Adaptation
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20200322 arxiv Self-Guided Adaptation: Progressive Representation Alignment for Domain Adaptive Object Detection
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20200320 arxiv Cross-domain Object Detection through Coarse-to-Fine Feature Adaptation
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20200328 CVPR 2020 Cross-domain Detection via Graph-induced Prototype Alignment
- Code: [GPA-detection](https://github. com/ChrisAllenMing/GPA-detection)
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20191215 arxiv Curriculum Self-Paced Learning for Cross-Domain Object Detection
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20191129 arxiv Prior-based Domain Adaptive Object Detection for Adverse Weather Conditions
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20191124 arxiv Unsupervised Domain Adaptation for Object Detection via Cross-Domain Semi-Supervised Learning
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20191122 BMVC 2019 Domain Adaptation for Object Detection via Style Consistency
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20190918 arxiv Wasserstein Distance Based Domain Adaptation for Object Detection
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20190907 ICCV 2019 Multi-adversarial Faster-RCNN for Unrestricted Object Detection
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20190514 CVPR 2019 Diversify and Match: A Domain Adaptive Representation Learning Paradigm for Object Detection
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20191024 WACV 2020 Progressive Domain Adaptation for Object Detection
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20190902 ICCV 2019(oral) Self-Training and Adversarial Background Regularization for Unsupervised Domain Adaptive One-Stage Object Detection
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2019xxxx CVPR 2019 Adapting Object Detectors via Selective Cross-Domain Alignment
- code: SCDA
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20190425 CVPR 2019 Exploring Object Relation in Mean Teacher for Cross-Domain Detection
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20190404 A Robust Learning Approach to Domain Adaptive Object Detection
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20190310 CVPR 2019 Sliced Wasserstein Discrepancy for Unsupervised Domain Adaptation
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20190322 CVPR 2019 Few-shot Adaptive Faster R-CNN
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20190409 CVPR 2019 Towards Universal Object Detection by Domain Attention
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20190415 CVPR 2019 Automatic adaptation of object detectors to new domains using self-training
- code: detectron-self-train
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20190405 CVPR 2019 Strong-Weak Distribution Alignment for Adaptive Object Detection
- code: DA_Detection
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20181203 SPLAT: Semantic Pixel-Level Adaptation Transforms for Detection
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20180930 Pixel and Feature Level Based Domain Adaption for Object Detection in Autonomous Driving
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20180530 CVPR 2018 Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation
- code: cross-domain-detection
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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