nndam / deepstream-face-recognition

Face detection -> alignment -> feature extraction with deepstream

Hi 👋, I'm Dam Nguyen Ngoc

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• 👀 I’m interested in Machine Learning & Artificial Intelligence
  
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deepstream-face-recognition's Issues

onnx file not in weight directory

Can you share onnx file ?

Installation step 2.3 Error

Hi i tried to run this face detector model alone in Jetson Xavier NX board.
i changed glibconfig.h path to -I/usr/lib/aarch64-linux-gnu/glib-2.0/include and custom parser compiled.

now i got the below error for engine creation:

$ cmake ..
-- The CXX compiler identification is GNU 9.4.0
-- The CUDA compiler identification is unknown
-- Check for working CXX compiler: /usr/bin/c++
-- Check for working CXX compiler: /usr/bin/c++ -- works
-- Detecting CXX compiler ABI info
-- Detecting CXX compiler ABI info - done
-- Detecting CXX compile features
-- Detecting CXX compile features - done
CMake Error at CMakeLists.txt:4 (project):
No CMAKE_CUDA_COMPILER could be found.

Tell CMake where to find the compiler by setting either the environment
variable "CUDACXX" or the CMake cache entry CMAKE_CUDA_COMPILER to the full
path to the compiler, or to the compiler name if it is in the PATH.

-- Configuring incomplete, errors occurred!
See also "/home/sensormatic/Neo/deepstream-face-recognition/plugins/nms/build/CMakeFiles/CMakeOutput.log".
See also "/home/sensormatic/Neo/deepstream-face-recognition/plugins/nms/build/CMakeFiles/CMakeError.log".

Not getting any detections

after following all the steps, I ran both the pipelines. while running it does not throw any error, but I dont get any detection either. any guesses why?

How to create preprocessing between 2 secondary gie

I using source and it very good with face alignment.

But i have pipeline:
Primary gie (detect object: person, car,...) -> secondary (face detect) -> secondary (face encoder)
I want to move face alignment into preprocessing and add it between 2 secondary. How to do it? In deepstream app example not support that.
Why you face alignment at nvinfer but not any other way?

Thanks!!!

Render instead of FileSink

Hi,

How to include rendering instead of file sink in main_ff.py file?

Thanks.

Facial Landmarks

Hi thanks for the awesome work, can we get the facial landmarks from this model?

Docker Build Fails.

when I'm trying to build the docker, it fails with this
`Dockerfile:23

22 | RUN pip3 install --upgrade pip
23 | >>> RUN cd /opt/nvidia/deepstream/deepstream-6.1/sources/apps/deepstream_python_apps/bindings &&
24 | >>> mkdir build &&
25 | >>> cd build &&
26 | >>> cmake -DPYTHON_MAJOR_VERSION=3 -DPYTHON_MINOR_VERSION=8 -DPIP_PLATFORM=linux_x86_64 -DDS_PATH=/opt/nvidia/deepstream/deepstream-6.1 .. &&
27 | >>> make &&
28 | >>> pip3 install pyds-1.1.4-py3-none-linux_x86_64.whl
29 | RUN cd /opt/nvidia/deepstream/deepstream-6.1/sources/apps/deepstream_python_apps &&
-------------------- ERROR: failed to solve: process "/bin/sh -c cd /opt/nvidia/deepstream/deepstream-6.1/sources/apps/deepstream_python_apps/bindings && mkdir build && cd build && cmake -DPYTHON_MAJOR_VERSION=3 -DPYTHON_MINOR_VERSION=8 -DPIP_PLATFORM=linux_x86_64 -DDS_PATH=/opt/nvidia/deepstream/deepstream-6.1 .. && make && pip3 install pyds-1.1.4-py3-none-linux_x86_64.whl" did not complete successfully: exit code: 2`

I have x86 machine with RTX3060 GPU. I have installed DS6.2 in it.

Inference Error Jetson xavier NX

Hi, i tried to do inference with the code and i am not sure which is this path Makefile

and i removed it and created the engine file, but got error while inferencing.

ERROR: [TRT]: 2: [pluginV2DynamicExtRunner.cpp::execute::115] Error Code 2: Internal Error (Assertion status == kSTATUS_SUCCESS failed. )
ERROR: Failed to enqueue trt inference batch
ERROR: Infer context enqueue buffer failed, nvinfer error:NVDSINFER_TENSORRT_ERROR
0:00:12.100863066 338608 0xd770f60 WARN nvinfer gstnvinfer.cpp:1357:gst_nvinfer_input_queue_loop: error: Failed to queue input batch for inferencing
Error: gst-stream-error-quark: Failed to queue input batch for inferencing (1): gstnvinfer.cpp(1357): gst_nvinfer_input_queue_loop (): /GstPipeline:pipeline0/GstNvInfer:primary-inference
Exiting app

ERROR: [TRT]: 2: [pluginV2DynamicExtRunner.cpp::execute::115] Error Code 2: Internal Error (Assertion status == kSTATUS_SUCCESS failed. )
ERROR: Failed to enqueue trt inference batch
ERROR: Infer context enqueue buffer failed, nvinfer error:NVDSINFER_TENSORRT_ERROR
0:00:12.195473559 338608 0xd770f60 WARN nvinfer gstnvinfer.cpp:1357:gst_nvinfer_input_queue_loop: error: Failed to queue input batch for inferencing
ERROR: [TRT]: 2: [pluginV2DynamicExtRunner.cpp::execute::115] Error Code 2: Internal Error (Assertion status == kSTATUS_SUCCESS failed. )
ERROR: Failed to enqueue trt inference batch
ERROR: Infer context enqueue buffer failed, nvinfer error:NVDSINFER_TENSORRT_ERROR
0:00:12.216500136 338608 0xd770f60 WARN nvinfer gstnvinfer.cpp:1357:gst_nvinfer_input_queue_loop: error: Failed to queue input batch for inferencing
ERROR: [TRT]: 2: [pluginV2DynamicExtRunner.cpp::execute::115] Error Code 2: Internal Error (Assertion status == kSTATUS_SUCCESS failed. )
ERROR: Failed to enqueue trt inference batch
ERROR: Infer context enqueue buffer failed, nvinfer error:NVDSINFER_TENSORRT_ERROR
0:00:12.236711767 338608 0xd770f60 WARN nvinfer gstnvinfer.cpp:1357:gst_nvinfer_input_queue_loop: error: Failed to queue input batch for inferencing
free(): invalid pointer
Aborted (core dumped)