Skip to content

Commit

Permalink
Add courses and uav datasets
Browse files Browse the repository at this point in the history
  • Loading branch information
robmarkcole committed Jun 14, 2020
1 parent 6b2b6c8 commit 2945cf1
Showing 1 changed file with 9 additions and 0 deletions.
9 changes: 9 additions & 0 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -134,8 +134,14 @@ There are a variety of datasets suitable for land classification problems.
* NOAA (requires BigQuery) -> https://www.kaggle.com/noaa/goes16/home
* Time series weather data for several US cities -> https://www.kaggle.com/selfishgene/historical-hourly-weather-data

### UAV datasets
* These are mostly referenced on https://www.visualdata.io
* [AU-AIR dataset](https://bozcani.github.io/auairdataset) -> a multi-modal UAV dataset for object detection.
* [ERA](https://lcmou.github.io/ERA_Dataset/) -> A Dataset and Deep Learning Benchmark for Event Recognition in Aerial Videos.

### Synthetic data
* [The Synthinel-1 dataset: a collection of high resolution synthetic overhead imagery for building segmentation](https://arxiv.org/ftp/arxiv/papers/2001/2001.05130.pdf)
* [RarePlanes](https://www.cosmiqworks.org/RarePlanes/) -> incorporates both real and synthetically generated satellite imagery including aircraft.

# Interesting deep learning projects
### Raster Vision by Azavea
Expand Down Expand Up @@ -347,6 +353,9 @@ Generally a GPU is required for DL, and this section lists a couple of free Jupy
* [Christoph Rieke](https://github.com/chrieke) maintains a very popular imagery repo and has published his thesis on segmentation
* [Robin Wilson](https://github.com/robintw) is a former academic who is very active in the satellite imagery space

# Courses
* [Manning: Monitoring Changes in Surface Water Using Satellite Image Data](https://liveproject.manning.com/course/106/monitoring-changes-in-surface-water-using-satellite-image-data?)

# Online communities
* [fast AI geospatial study group](https://forums.fast.ai/t/geospatial-deep-learning-resources-study-group/31044)

Expand Down

0 comments on commit 2945cf1

Please sign in to comment.