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README.md

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# deep learning object detection
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A paper list of object detection using deep learning. I worte this page with reference to [this survey paper](https://arxiv.org/pdf/1809.02165v1.pdf) and searching and searching..
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*Last updated: 2019/01/07*
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*Last updated: 2019/01/14*
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#### Update log
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*2018/9/18* - update all of recent papers and make some diagram about history of object detection using deep learning.
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*2018/9/26* - update codes of papers. (official and unofficial)
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*2018/october* - update 5 papers and performance table.
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*2018/november* - update 9 papers.
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*2018/december* - update 8 papers and and performance table and add new diagram(**2019 version!!**).
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*2019/january* - update 2 papers and and add some informations.
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*2019/january* - update 3 papers and and add some informations.
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## paper list from 2014 to now(2019)
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| YOLO v3 | - | - | 33.0 | arXiv'18 |
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| SIN | 76.0 (07+12) | 73.1 (07++12) | 23.2 | CVPR'18 |
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| STDN | 80.9 (07+12) | - | - | CVPR'18 |
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| RefineDet | **83.8 (07+12)** | **83.5 (07++12)** | 41.8 | CVPR'18 |
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| RefineDet | 83.8 (07+12) | 83.5 (07++12) | 41.8 | CVPR'18 |
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| SNIP | - | - | **45.7** | CVPR'18 |
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|Relation-Network| - | - | 32.5 | CVPR'18 |
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| Cascade R-CNN| - | - | 42.8 | CVPR'18 |
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| MLKP | 80.6 (07+12) | 77.2 (07++12) | 28.6 | CVPR'18 |
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| Fitness-NMS | - | - | 41.8 | CVPR'18 |
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| RFBNet | 82.2 (07+12) | - | - | ECCV'18 |
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| CornerNet | - | - | 42.1 | ECCV'18 |
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| PFPNet | **84.1 (07+12)** | **83.7 (07++12)** | 39.4 | ECCV'18 |
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| Pelee | 76.4 (07+12) | - | - | NIPS'18 |
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| HKRM | 78.8 (07+12) | - | 37.8 | NIPS'18 |
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| M2Det | - | - | 44.2 | AAAI'19 |
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- **[CornerNet]** CornerNet: Detecting Objects as Paired Keypoints | Hei Law, et al. | **[ECCV' 18]** |[`[pdf]`](https://arxiv.org/pdf/1808.01244.pdf) [`[official code - pytorch]`](https://github.com/princeton-vl/CornerNet)
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- **[PFPNet]** Parallel Feature Pyramid Network for Object Detection | Seung-Wook Kim, et al. | **[ECCV' 18]** |[`[pdf]`](http://openaccess.thecvf.com/content_ECCV_2018/papers/Seung-Wook_Kim_Parallel_Feature_Pyramid_ECCV_2018_paper.pdf)
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- **[ShapeShifter]** ShapeShifter: Robust Physical Adversarial Attack on Faster R-CNN Object Detector | Shang-Tse Chen, et al. | **[ECML-PKDD' 18]** |[`[pdf]`](https://arxiv.org/pdf/1804.05810.pdf) [`[official code - tensorflow]`](https://github.com/shangtse/robust-physical-attack)
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- **[Pelee]** Pelee: A Real-Time Object Detection System on Mobile Devices | Jun Wang, et al. | **[NIPS' 18]** |[`[pdf]`](http://papers.nips.cc/paper/7466-pelee-a-real-time-object-detection-system-on-mobile-devices.pdf) [`[official code - caffe]`](https://github.com/Robert-JunWang/Pelee)

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