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@@ -5,6 +5,7 @@ Realtime Object Detection based on Tensorflow's [Object Detection API](https://g
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> Release Note: use Master or v2.0 to be additionally able to run and test Mask-Detection Models, KCF-Tracking and DeepLab Models (*merge of this [project](https://github.com/GustavZ/realtime_segmenation)*)
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## About the Project
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The Idea was to create a scaleable realtime-capable object detection pipeline that runs on various systems. <br />
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Plug and play, ready to use without deep previous knowledge.<br /> <br />
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- run statistic tests on sets of images and get statistical information like mean and median fps, std dev and much more
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- inspect, summarize, quantize, transform and benchmark models with the provided `scripts/`
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## Inference:
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- create a copy of `config.sample.yml` called `config.yml`
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- optional: Change Parameters in `config.yml` to load other models or to modify configurations.<br />
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(put them as `.jpg` into `test_images/`)
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- Enjoy!
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## Tools:
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To make use of the tools provided inside `scripts/` first change all paths and params inside `config_tools.sh` to your needs / according to your system <br />
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When running **the first time** run `source config_tools.sh` and in the same terminal **run only once**`source build_tools.sh` to build the tools. this will take a while. <br />
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For all following uses **always from the same terminal**`source build_tools.sh`(due to the exported variables) and after that you are able to run the wanted scripts with `source script.sh`.
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To make use of the tools provided inside `scripts/` follow this guide: <br />
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- first change all paths and variables inside `config_tools.sh` to your needs / according to your system
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- When using **the first time** run: `source config_tools.sh` and in the same terminal **run only once**`source build_tools.sh` to build the tools. this will take a while. <br />
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- For all following uses first run: `source build_tools.sh`(due to the exported variables) and after that you are able to run the wanted scripts **always from the same terminal** with `source script.sh`.
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## Setup:
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Use the following setup for best and verified performance
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- Dell XPS 15 with i7 @ 2.80GHZ x8 and GeForce GTX 1050 4GB: **78fps | 105fps**
-[ ] Train a `mask_rcnn Model` with Mobilenet V1/V2 as backbone and deploy it on the Jetson
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-[ ] Split Model and Threading for R-CNN Models
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## Related Work:
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-[test_models](https://github.com/GustavZ/test_models): A repo for models i am currently working on for benchmark tests
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-[deeptraining_hands](https://github.com/GustavZ/deeptraining_hands): A repo for setting up the [ego](http://vision.soic.indiana.edu/projects/egohands/)- and [oxford](http://www.robots.ox.ac.uk/~vgg/data/hands/) hands-datasets.<br />
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