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update!
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QingyongHu committed Nov 25, 2020
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12 changes: 6 additions & 6 deletions README.md
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Expand Up @@ -17,20 +17,20 @@ Our dataset consists of large areas from two UK cities, covering about 6 km^2 of
In the dataset, each 3D point is labeled as one of 13 semantic classes, such as *ground*, *vegetation*,
*car*, *etc.*.

<p align="center"> <img src="http://point-cloud-analysis.cs.ox.ac.uk/imgs/Fig1.png" width="100%"> </p>
<p align="center"> <img src="http://point-cloud-analysis.cs.ox.ac.uk/imgs/Table1.png" width="100%"> </p>
<p align="center"> <img src="imgs/Fig1.png" width="100%"> </p>
<p align="center"> <img src="imgs/Table1.png" width="100%"> </p>

#### 1.2 Data Collection

The 3D point clouds are generated from high-quality aerial images captured by a
professional-grade UAV mapping system. In order to fully and evenly cover the survey area,
all flight paths are pre-planned in a grid fashion and automated by the flight control system (e-Motion).

<p align="center"> <img src="http://point-cloud-analysis.cs.ox.ac.uk/imgs/Fig2.png" width="70%"> </p>
<p align="center"> <img src="imgs/Fig2.png" width="70%"> </p>

#### 1.3 Semantic Annotations

<p align="center"> <img src="http://point-cloud-analysis.cs.ox.ac.uk/imgs/Fig3.png" width="100%"> </p>
<p align="center"> <img src="imgs/Fig3.png" width="100%"> </p>

- Ground: including impervious surfaces, grass, terrain
- Vegetation: including trees, shrubs, hedges, bushes
Expand All @@ -48,15 +48,15 @@ all flight paths are pre-planned in a grid fashion and automated by the flight c


#### 1.4 Statistics
<p align="center"> <img src="http://point-cloud-analysis.cs.ox.ac.uk/imgs/Fig5.png" width="100%"> </p>
<p align="center"> <img src="imgs/Fig5.png" width="100%"> </p>


### (2) Benchmarks
We extensively evaluate the performance of state-of-the-art algorithms on our dataset
and provide a comprehensive analysis of the results. In particular, we identify several key challenges
towards urban-scale point cloud understanding.

<p align="center"> <img src="http://point-cloud-analysis.cs.ox.ac.uk/imgs/Fig6.png" width="100%"> </p>
<p align="center"> <img src="imgs/Fig6.png" width="100%"> </p>


### (3) Demo
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