[FFmpeg-devel] [PATCH V6 6/6] lavfi: add filter dnn_detect for object detection

Guo, Yejun yejun.guo at intel.com
Wed Mar 31 11:51:05 EEST 2021



> -----Original Message-----
> From: Guo, Yejun <yejun.guo at intel.com>
> Sent: 2021年3月26日 16:10
> To: ffmpeg-devel at ffmpeg.org
> Cc: Guo, Yejun <yejun.guo at intel.com>
> Subject: [PATCH V6 6/6] lavfi: add filter dnn_detect for object detection
> 
> Below are the example steps to do object detection:
> 
> 1. download and install l_openvino_toolkit_p_2021.1.110.tgz from
> https://software.intel.com/content/www/us/en/develop/tools/openvino-toolk
> it/download.html
>   or, we can get source code (tag 2021.1), build and install.
> 2. export LD_LIBRARY_PATH with openvino settings, for example:
> .../deployment_tools/inference_engine/lib/intel64/:.../deployment_tools/infer
> ence_engine/external/tbb/lib/
> 3. rebuild ffmpeg from source code with configure option:
> --enable-libopenvino
> --extra-cflags='-I.../deployment_tools/inference_engine/include/'
> --extra-ldflags='-L.../deployment_tools/inference_engine/lib/intel64'
> 4. download model files and test image
> wget
> https://github.com/guoyejun/ffmpeg_dnn/raw/main/models/openvino/2021.
> 1/face-detection-adas-0001.bin
> wget
> https://github.com/guoyejun/ffmpeg_dnn/raw/main/models/openvino/2021.
> 1/face-detection-adas-0001.xml
> wget
> https://github.com/guoyejun/ffmpeg_dnn/raw/main/models/openvino/2021.
> 1/face-detection-adas-0001.label
> wget https://github.com/guoyejun/ffmpeg_dnn/raw/main/images/cici.jpg
> 5. run ffmpeg with:
> ./ffmpeg -i cici.jpg -vf
> dnn_detect=dnn_backend=openvino:model=face-detection-adas-0001.xml:inp
> ut=data:output=detection_out:confidence=0.6:labels=face-detection-adas-000
> 1.label,showinfo -f null -
> 
> We'll see the detect result as below:
> [Parsed_showinfo_1 @ 0x55978db02dc0]   side data - bounding boxes:
> [Parsed_showinfo_1 @ 0x55978db02dc0] source:
> face-detection-adas-0001.xml
> [Parsed_showinfo_1 @ 0x55978db02dc0] index: 0, region: (1005, 813) ->
> (1086, 905), label: face, confidence: 10000/10000.
> [Parsed_showinfo_1 @ 0x55978db02dc0] index: 1, region: (888, 839) -> (967,
> 926), label: face, confidence: 6917/10000.
> 
> There are two faces detected with confidence 100% and 69.17%.
> 
> Signed-off-by: Guo, Yejun <yejun.guo at intel.com>
> ---
>  configure                              |   1 +
>  doc/filters.texi                       |  40 +++
>  libavfilter/Makefile                   |   1 +
>  libavfilter/allfilters.c               |   1 +
>  libavfilter/dnn/dnn_backend_openvino.c |  12 +
>  libavfilter/vf_dnn_detect.c            | 426
> +++++++++++++++++++++++++

any comment? thanks



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