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awesome-semantic-understanding-for-aerial-scene
A curated list of awesome resources for semantic understanding of aerial scene
https://github.com/tzxiang/awesome-semantic-understanding-for-aerial-scene
Last synced: 3 days ago
JSON representation
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Libraries
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Datasets
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Dataset Repository
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Object Detection for Aerial Scene
- **2018TGRS**
- [Data
- [Dateset&Codes
- [Page
- **2018CVPR**
- DIUx xView 2018 Detection Challenge
- AIR-SARShip-1.0
- [Homepage - SwimmingPoolCarDet]](https://www.kaggle.com/kbhartiya83/swimming-pool-and-car-detection) [[WinningSolution]](https://github.com/kunwar31/ESRI_Object_Detection) [[3rdSolution]](https://towardsdatascience.com/object-detection-on-aerial-imagery-using-retinanet-626130ba2203)
- [Homepage
- [Homepage - SwimmingPoolCarDet]](https://www.kaggle.com/kbhartiya83/swimming-pool-and-car-detection) [[WinningSolution]](https://github.com/kunwar31/ESRI_Object_Detection) [[3rdSolution]](https://towardsdatascience.com/object-detection-on-aerial-imagery-using-retinanet-626130ba2203)
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Building Detection/Segmentation
- 新西兰土地信息服务
- **AIRS (Aerial Imagery for Roof Segmentation)**
- Open AI Caribbean Challenge: Mapping Disaster Risk from Aerial Imagery
- **xView 2 Building Damage Asessment Challenge**
- **DEEPGLOBE - 2018 Satellite Challange (CVPRW2018)**
- **INRIA aerial image dataset**
- **Massachusetts Buildings Dataset**
- **ISPRS-Vaihingen/Potsdam dataset**
- ISPRS Potsdam 2D Semantic Labeling Contest
- **SpaceNet Buildings Dataset**
- **AIRS (Aerial Imagery for Roof Segmentation)**
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Satellite Image Understanding
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Other Dataset
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Appendix: Object Detection for Natural Scene
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Papers
- arXiv202001
- 201905
- 2019NIPSW - detection-benchmark) [[Code for corrupt images]](https://github.com/bethgelab/imagecorruptions) [[AdaIN style transfer]](https://github.com/bethgelab/stylize-datasets)
- 2019ICMLW
- Blog
- arXiv201912
- **2019ICCV**
- arXiv201911
- **2019CVPR**
- arXiv201912 - mmlab/mmdetection)
- arXiv201912
- 2019BMVC
- **2019CVPR**
- **2017CVPR**
- **2015NIPS/2017PAMI**
- arXive201912
- arXiv201911
- **2017ICCV**
- **2016CVPR**
- 2019 - cWo3WBp7Y-VBG3A) [[Proj]](https://pjreddie.com/darknet/yolo/) [[Code]](https://github.com/pjreddie/darknet) [[Code2]](https://github.com/AlexeyAB/darknet) [[BatchNorm2d-issue]](https://mp.weixin.qq.com/s/7MlZh219_bBqIg20L8kaaQ)
- [Page
- arXiv201912
- **201904**
- [Page
- Note:
- [Page1
- arXiv201912 - sku-detection-benchmark)
- HRNet - Object-Detection)
- **2018CVPR**
- 2019Conf
- soft sampling
- [Note - free)
- [Notes
- 2019
- **2019CVPR**
- arXive201912
- **2019ICCV** - CNN)
- arXive201912
- **2019CVPR**
- **2017CVPR**
- [Page1
- [Proj
- **2019ICCV**
- **2019CVPR**
- **2015IROS**
- [Page
- ShadowDetection_PWC
- [Proj/Data
- [Code
- **2019ICCV**
- 2018CVPR
- [目标检测小tricks--样本不均衡处理
- [Page
- [Page
- **2019CVPR**
- [Page
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Tutorial
- [Page
- [Page
- [Slides
- [Page
- [Page
- [Page
- [Page
- The Path to Object Detection (Step One): The Storyline of Evaluation Metrics
- [Object Detection Note
- 自然场景下的文字检测: 从多方向迈向任意形状
- [Page1
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- CVPR2019目标检测方法进展
- 目标检测算法中检测框合并策略技术综述
- 攻克目标检测难点秘籍一:模型加速之轻量化网络
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
- [Page
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Dataset
- **Objects365**
- VOC-360 - 360: Object detection, classification, and segmentation in 360-degree fisheye images. It is the first dataset for object detection in fisheye images. It is also the first dataset for object segmentation in fisheye images.
- Wider-360 - 360 is the largest dataset for face detection in fisheye images.
- **ObjectNet3D: A Large Scale Database for 3D Object Recognition**
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Tutorials
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Papers for Aerial Scene
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Review
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Object Detection (RS)
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Typical Element Extraction
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Scene Understanding/Change Detection
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Aerial Reconstrcution
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Generation
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Enhancement/Fusion
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Programming Languages
Categories
Sub Categories
Papers
56
Tutorial
42
Building Detection/Segmentation
11
Object Detection for Aerial Scene
10
Dataset Repository
9
Object Detection (RS)
9
Review
6
Remote Sensing
5
Object Detection
5
Other Dataset
4
Dataset
4
Aerial Reconstrcution
2
Typical Element Extraction
2
Generation
2
Satellite Image Understanding
1
Scene Understanding/Change Detection
1
Enhancement/Fusion
1
Keywords
computer-vision
4
object-detection
4
detection
3
deep-learning
3
video
2
bayesian-filter
1
bounding-boxes
1
hungarian-algorithm
1
kalman-filtering
1
keras
1
linear-assignment-problem
1
mobilenet-ssd
1
occlusion
1
single-shot-multibox-detector
1
tensorflow-object-detection-api
1
tracking
1
python-library
1
video-object-detection
1
imagenet-vid
1
earth-observation
1
instance-segmentation
1
machine-learning
1
remote-sensing
1
satellite-imagery
1