Commit Graph

37 Commits

Author SHA1 Message Date
Nate Meyer
e5fe323aca
Add OpenVino Detector (#3768)
* Initial work for adding OpenVino detector.  Not functional

* Load model and submit for inference.

Sucessfully load model and initialize OpenVino engine with either CPU or GPU as device.
Does not parse results for objects.

* Detection working with ssdlite_mobilenetv2 FP16 model

* Add OpenVIno support and model to docker image

* Add documentation for OpenVino detector configuration

* Adds support for ARM32/ARM64 and the Myriad X hardware

-  Use custom-built openvino wheel for all platforms
-  Add libusb build without udev for NCS2 support

* Add documentation around Intel CPU requirements and NCS2 setup

* Print all available output tensors

* Update documentation for config parameters
2022-12-03 10:19:34 -06:00
Nate Meyer
4383b883c0
Refactor to simplify support for additional detector types (#3656)
* Refactor EdgeTPU and CPU model handling to detector submodules.

* Fix selecting the correct detection device type from the config

* Remove detector type check when creating ObjectDetectProcess

* Fixes after rebasing to 0.11

* Add init file to detector folder

* Rename to detect_api

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>

* Add unit test for LocalObjectDetector class

* Add configuration for model inputs
Support transforming detection regions to RGB or BGR.
Support specifying the input tensor shape.  The tensor shape has a standard format ["BHWC"] when handed to the detector, but can be transformed in the detector to match the model shape using the model  input_tensor config.

* Add documentation for new model config parameters

* Add input tensor transpose to LocalObjectDetector

* Change the model input tensor config to use an enumeration

* Updates for model config documentation

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2022-11-03 21:23:09 -05:00
Blake Blackshear
1089a40943 cleanup old code 2020-03-03 20:26:53 -06:00
Blake Blackshear
569e07949f split into separate processes 2020-03-03 20:26:53 -06:00
Blake Blackshear
ebcf1482f8 remove region in process when skipping 2020-02-22 09:03:00 -06:00
Blake Blackshear
50bcad8b77 skip regions when the queue is too full and add more locks 2020-02-22 09:03:00 -06:00
Blake Blackshear
d87f4407a0 switch everything to run off of tracked objects 2020-02-22 09:03:00 -06:00
Blake Blackshear
76c8e3a12f make a copy 2020-02-22 09:03:00 -06:00
Blake Blackshear
10dc56f6ea revamp dockerfile 2020-02-22 09:03:00 -06:00
Blake Blackshear
cc2abe93a6 track objects and add config for tracked objects 2020-02-22 09:03:00 -06:00
Blake Blackshear
f5a2252b29 cleanup imports 2020-02-22 09:03:00 -06:00
Blake Blackshear
5b4c6e50bc dedupe detected objects 2020-02-22 09:03:00 -06:00
Blake Blackshear
9cc46a71cb working dynamic regions, but messy 2020-02-22 09:03:00 -06:00
Blake Blackshear
be1673b00a process detected objects in a queue 2020-02-22 09:03:00 -06:00
Blake Blackshear
b6130e77ff label threads and implements stats endpoint 2020-02-22 09:03:00 -06:00
Blake Blackshear
4180c710cd refactor resizing into generic priority queues 2020-02-22 09:03:00 -06:00
Blake Blackshear
480175d70f add color map to use different colors for different objects 2020-01-02 07:39:57 -06:00
Blake Blackshear
bee99ca6ff track and report all detected object types 2020-01-02 07:39:57 -06:00
blakeblackshear
806acaf445 update dockerignore and debug option 2019-07-30 19:11:22 -05:00
blakeblackshear
baa587028b use a regular subprocess for ffmpeg, refactor bounding box drawing 2019-07-30 19:11:22 -05:00
blakeblackshear
2b51dc3e5b experimental: running ffmpeg directly and capturing raw frames 2019-07-30 19:11:22 -05:00
blakeblackshear
3019b0218c make the threshold configurable per region. fixes #31 2019-05-11 07:39:27 -05:00
blakeblackshear
e0b9b616ce cleanup and update readme 2019-03-30 07:58:31 -05:00
blakeblackshear
edf0cd36df add back flask endpoints 2019-03-29 21:02:40 -05:00
blakeblackshear
0279121d77 WIP: convert to camera class 2019-03-29 20:49:27 -05:00
blakeblackshear
0514eeac03 switch to a thread for object detection 2019-03-27 20:44:57 -05:00
blakeblackshear
a26d2217d4 implement min person size again 2019-03-27 06:45:27 -05:00
blakeblackshear
200d769003 removing motion detection 2019-03-27 06:17:00 -05:00
blakeblackshear
ada8ffccf9 fix for queue size growing too large 2019-03-25 20:35:44 -05:00
blakeblackshear
bca4e78e9a use a queue instead 2019-03-25 06:24:36 -05:00
blakeblackshear
7d3027e056 looping over all regions with motion. ugly, but working 2019-03-20 07:11:38 -05:00
blakeblackshear
c406fda288 fixes 2019-03-19 06:29:58 -05:00
blakeblackshear
8ff9a982b6 start the detection process 2019-03-18 07:48:04 -05:00
blakeblackshear
f2c205be99 prep frames for object detection in a separate process 2019-03-18 07:24:24 -05:00
blakeblackshear
862aa2d3f0 only resize when needed 2019-03-17 20:12:31 -05:00
blakeblackshear
8bae05cfe2 first working version, single region and motion detection disabled 2019-03-17 09:03:52 -05:00
blakeblackshear
86f5d8128d initial refactoring 2019-02-25 20:27:02 -06:00