diff --git a/.github/workflows/build-push-image.yml b/.github/workflows/build-push-image.yml
index 21902f8b..19496ad2 100644
--- a/.github/workflows/build-push-image.yml
+++ b/.github/workflows/build-push-image.yml
@@ -18,7 +18,7 @@ jobs:
       run: echo "${{ secrets.DOCKERHUB_PW }}" | docker login -u "${{ secrets.DOCKERHUB_LOGIN }}" --password-stdin
 
     - name: Build Docker image
-      run: make build
+      run: make build-app
 
     - name: Push Docker image
       run: docker push pyronear/pyro-engine:latest
diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
index 498d0e7f..c68bb7ed 100644
--- a/.github/workflows/docker.yml
+++ b/.github/workflows/docker.yml
@@ -12,6 +12,6 @@ jobs:
     steps:
       - uses: actions/checkout@v2
       - name: Build docker image
-        run: docker build . -t pyronear/pyro-engine:python3.8.1-slim
+        run: make build-app
       - name: Run docker container
-        run: docker run pyronear/pyro-engine:python3.8.1-slim python -c 'import pyroengine'
+        run: make run
diff --git a/.gitignore b/.gitignore
index 9fd6cd13..663959ee 100644
--- a/.gitignore
+++ b/.gitignore
@@ -89,6 +89,7 @@ venv/
 ENV/
 env.bak/
 venv.bak/
+venv*
 
 # Spyder project settings
 .spyderproject
diff --git a/Dockerfile b/Dockerfile
index 090b2c09..367f20df 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -10,8 +10,6 @@ ENV PYTHONDONTWRITEBYTECODE 1
 # set work directory
 WORKDIR /usr/src/app
 
-
-COPY ./pyproject.toml /tmp/pyproject.toml
 COPY ./README.md /tmp/README.md
 COPY ./setup.py /tmp/setup.py
 
diff --git a/Makefile b/Makefile
index 5e272d09..b5d67ede 100644
--- a/Makefile
+++ b/Makefile
@@ -19,15 +19,28 @@ test:
 single-docs:
 	sphinx-build docs/source docs/_build -a
 
+
+# update requirements.txt
+lock:
+	cd src; poetry lock
+	cd src; poetry export -f requirements.txt --without-hashes --output requirements.txt
+
 # Build the docker
-build:
-	docker build . -t pyronear/pyro-engine:python3.8.1-slim
+build-app:
 	docker build . -t pyronear/pyro-engine:latest
 
+build-lib:
+	pip install -e .
+
+build-optional-lib:
+	pip install -e .[test]
+	pip install -e .[quality]
+	pip install -e .[docs]
+	pip install -e .[dev]
+
 # Run the engine wrapper
 run:
 	bash scripts/setup-docker-compose.sh
-	docker build . -t pyronear/pyro-engine:latest
 	docker compose up -d
 
 # Get log from engine wrapper
diff --git a/src/Makefile b/src/Makefile
deleted file mode 100644
index 3cd04242..00000000
--- a/src/Makefile
+++ /dev/null
@@ -1,4 +0,0 @@
-# Pin the dependencies
-lock:
-	poetry lock
-	poetry export -f requirements.txt --without-hashes --output requirements.txt
diff --git a/src/poetry.lock b/src/poetry.lock
index 5ba15bc0..0d928878 100644
--- a/src/poetry.lock
+++ b/src/poetry.lock
@@ -1,37 +1,136 @@
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+
 [[package]]
 name = "certifi"
-version = "2022.6.15"
+version = "2024.2.2"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
+    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
+]
 
 [[package]]
 name = "charset-normalizer"
-version = "2.1.0"
+version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "main"
 optional = false
-python-versions = ">=3.6.0"
-
-[package.extras]
-unicode_backport = ["unicodedata2"]
+python-versions = ">=3.7.0"
+files = [
+    {file = "charset-normalizer-3.3.2.tar.gz", hash = "sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5"},
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+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
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@@ -41,321 +140,599 @@ cron = ["capturer (>=2.4)"]
 
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 packaging = "*"
 protobuf = "*"
 sympy = "*"
 
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+    {file = "PyYAML-6.0.1-cp39-cp39-win32.whl", hash = "sha256:faca3bdcf85b2fc05d06ff3fbc1f83e1391b3e724afa3feba7d13eeab355484c"},
+    {file = "PyYAML-6.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:510c9deebc5c0225e8c96813043e62b680ba2f9c50a08d3724c7f28a747d1486"},
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+]
 
 [[package]]
 name = "requests"
-version = "2.28.1"
+version = "2.32.2"
 description = "Python HTTP for Humans."
-category = "main"
 optional = false
-python-versions = ">=3.7, <4"
+python-versions = ">=3.8"
+files = [
+    {file = "requests-2.32.2-py3-none-any.whl", hash = "sha256:fc06670dd0ed212426dfeb94fc1b983d917c4f9847c863f313c9dfaaffb7c23c"},
+    {file = "requests-2.32.2.tar.gz", hash = "sha256:dd951ff5ecf3e3b3aa26b40703ba77495dab41da839ae72ef3c8e5d8e2433289"},
+]
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-charset-normalizer = ">=2,<3"
+charset-normalizer = ">=2,<4"
 idna = ">=2.5,<4"
-urllib3 = ">=1.21.1,<1.27"
+urllib3 = ">=1.21.1,<3"
 
 [package.extras]
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
-use_chardet_on_py3 = ["chardet (>=3.0.2,<6)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "sympy"
-version = "1.10.1"
+version = "1.12"
 description = "Computer algebra system (CAS) in Python"
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {file = "sympy-1.12-py3-none-any.whl", hash = "sha256:c3588cd4295d0c0f603d0f2ae780587e64e2efeedb3521e46b9bb1d08d184fa5"},
+    {file = "sympy-1.12.tar.gz", hash = "sha256:ebf595c8dac3e0fdc4152c51878b498396ec7f30e7a914d6071e674d49420fb8"},
+]
 
 [package.dependencies]
 mpmath = ">=0.19"
 
 [[package]]
 name = "tqdm"
-version = "4.64.0"
+version = "4.66.4"
 description = "Fast, Extensible Progress Meter"
-category = "main"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+python-versions = ">=3.7"
+files = [
+    {file = "tqdm-4.66.4-py3-none-any.whl", hash = "sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644"},
+    {file = "tqdm-4.66.4.tar.gz", hash = "sha256:e4d936c9de8727928f3be6079590e97d9abfe8d39a590be678eb5919ffc186bb"},
+]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [package.extras]
-dev = ["py-make (>=0.1.0)", "twine", "wheel"]
+dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
 notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.3.0"
-description = "Backported and Experimental Type Hints for Python 3.7+"
-category = "main"
+version = "4.12.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {file = "typing_extensions-4.12.0-py3-none-any.whl", hash = "sha256:b349c66bea9016ac22978d800cfff206d5f9816951f12a7d0ec5578b0a819594"},
+    {file = "typing_extensions-4.12.0.tar.gz", hash = "sha256:8cbcdc8606ebcb0d95453ad7dc5065e6237b6aa230a31e81d0f440c30fed5fd8"},
+]
 
 [[package]]
 name = "urllib3"
-version = "1.26.11"
+version = "2.2.1"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, <4"
+python-versions = ">=3.8"
+files = [
+    {file = "urllib3-2.2.1-py3-none-any.whl", hash = "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d"},
+    {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"},
+]
 
 [package.extras]
-brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
-secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
-socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [metadata]
-lock-version = "1.1"
+lock-version = "2.0"
 python-versions = "^3.8"
-content-hash = "bf8c121d940fbfa573584c37c81bbd7dbef6c847a176717af878269c5a17efeb"
-
-[metadata.files]
-certifi = [
-    {file = "certifi-2022.6.15-py3-none-any.whl", hash = "sha256:fe86415d55e84719d75f8b69414f6438ac3547d2078ab91b67e779ef69378412"},
-    {file = "certifi-2022.6.15.tar.gz", hash = "sha256:84c85a9078b11105f04f3036a9482ae10e4621616db313fe045dd24743a0820d"},
-]
-charset-normalizer = [
-    {file = "charset-normalizer-2.1.0.tar.gz", hash = "sha256:575e708016ff3a5e3681541cb9d79312c416835686d054a23accb873b254f413"},
-    {file = "charset_normalizer-2.1.0-py3-none-any.whl", hash = "sha256:5189b6f22b01957427f35b6a08d9a0bc45b46d3788ef5a92e978433c7a35f8a5"},
-]
-colorama = [
-    {file = "colorama-0.4.5-py2.py3-none-any.whl", hash = "sha256:854bf444933e37f5824ae7bfc1e98d5bce2ebe4160d46b5edf346a89358e99da"},
-    {file = "colorama-0.4.5.tar.gz", hash = "sha256:e6c6b4334fc50988a639d9b98aa429a0b57da6e17b9a44f0451f930b6967b7a4"},
-]
-coloredlogs = []
-filelock = []
-flatbuffers = []
-humanfriendly = []
-idna = [
-    {file = "idna-3.3-py3-none-any.whl", hash = "sha256:84d9dd047ffa80596e0f246e2eab0b391788b0503584e8945f2368256d2735ff"},
-    {file = "idna-3.3.tar.gz", hash = "sha256:9d643ff0a55b762d5cdb124b8eaa99c66322e2157b69160bc32796e824360e6d"},
-]
-mpmath = []
-numpy = []
-onnxruntime = []
-packaging = []
-pillow = []
-protobuf = []
-pyparsing = []
-pyreadline3 = []
-pyroclient = [
-    {file = "pyroclient-0.1.2-py3-none-any.whl", hash = "sha256:d616f2e2ace2334afa1af2a77325595667172dc48e26cd41eb16c00b7651c60f"},
-    {file = "pyroclient-0.1.2.tar.gz", hash = "sha256:018843c50463c0fddce711c688729810e86ba7f74c04051bd3e43b641a75e450"},
-]
-pyroengine = []
-python-dotenv = [
-    {file = "python-dotenv-0.20.0.tar.gz", hash = "sha256:b7e3b04a59693c42c36f9ab1cc2acc46fa5df8c78e178fc33a8d4cd05c8d498f"},
-    {file = "python_dotenv-0.20.0-py3-none-any.whl", hash = "sha256:d92a187be61fe482e4fd675b6d52200e7be63a12b724abbf931a40ce4fa92938"},
-]
-pyyaml = []
-requests = [
-    {file = "requests-2.28.1-py3-none-any.whl", hash = "sha256:8fefa2a1a1365bf5520aac41836fbee479da67864514bdb821f31ce07ce65349"},
-    {file = "requests-2.28.1.tar.gz", hash = "sha256:7c5599b102feddaa661c826c56ab4fee28bfd17f5abca1ebbe3e7f19d7c97983"},
-]
-sympy = []
-tqdm = []
-typing-extensions = [
-    {file = "typing_extensions-4.3.0-py3-none-any.whl", hash = "sha256:25642c956049920a5aa49edcdd6ab1e06d7e5d467fc00e0506c44ac86fbfca02"},
-    {file = "typing_extensions-4.3.0.tar.gz", hash = "sha256:e6d2677a32f47fc7eb2795db1dd15c1f34eff616bcaf2cfb5e997f854fa1c4a6"},
-]
-urllib3 = []
+content-hash = "2f01053e57099fea6acff2e41751d649c253f7efc3dcf32e33b898d8909b2643"
diff --git a/src/pyproject.toml b/src/pyproject.toml
index 82905196..1f2ab881 100644
--- a/src/pyproject.toml
+++ b/src/pyproject.toml
@@ -13,3 +13,4 @@ license = "Apache-2.0"
 python = "^3.8"
 pyroengine = "^0.2.0"
 python-dotenv = ">=0.15.0"
+opencv-python = "^4.5.5.64"
diff --git a/src/requirements.txt b/src/requirements.txt
index 8bcfc53d..b665ee76 100644
--- a/src/requirements.txt
+++ b/src/requirements.txt
@@ -1,26 +1,27 @@
-certifi==2022.6.15; python_version >= "3.7" and python_version < "4" and python_full_version >= "3.7.0"
-charset-normalizer==2.1.0; python_version >= "3.7" and python_version < "4" and python_full_version >= "3.7.0"
-colorama==0.4.5; python_version >= "3.6" and python_version < "4" and python_full_version >= "3.7.0" and platform_system == "Windows"
-coloredlogs==15.0.1; python_version >= "3.6" and python_full_version < "3.0.0" and python_version < "4" or python_version >= "3.6" and python_version < "4" and python_full_version >= "3.5.0"
-filelock==3.7.1; python_version >= "3.7" and python_version < "4" and python_full_version >= "3.7.0"
-flatbuffers==2.0; python_version >= "3.6" and python_version < "4"
-humanfriendly==10.0; python_version >= "3.6" and python_full_version < "3.0.0" and python_version < "4" or python_version >= "3.6" and python_version < "4" and python_full_version >= "3.5.0"
-idna==3.3; python_version >= "3.7" and python_version < "4" and python_full_version >= "3.7.0"
-mpmath==1.2.1; python_version >= "3.7" and python_version < "4"
-numpy==1.23.1; python_version >= "3.8" and python_version < "4"
-onnxruntime==1.12.1; python_version >= "3.6" and python_version < "4"
-packaging==21.3; python_version >= "3.6" and python_version < "4" and python_full_version >= "3.7.0"
-pillow==9.2.0; python_version >= "3.7"
-protobuf==4.21.4; python_version >= "3.7" and python_version < "4"
-pyparsing==3.0.9; python_version >= "3.6" and python_version < "4" and python_full_version >= "3.7.0"
-pyreadline3==3.4.1; sys_platform == "win32" and python_version >= "3.8" and (python_version >= "3.6" and python_full_version < "3.0.0" and python_version < "4" or python_version >= "3.6" and python_version < "4" and python_full_version >= "3.5.0")
-pyroclient==0.1.2; python_version >= "3.6" and python_version < "4"
-pyroengine==0.2.0; python_version >= "3.6" and python_version < "4"
-python-dotenv==0.20.0; python_version >= "3.5"
-pyyaml==6.0; python_version >= "3.6" and python_version < "4" and python_full_version >= "3.7.0"
-requests==2.28.1; python_version >= "3.7" and python_version < "4"
-sympy==1.10.1; python_version >= "3.7" and python_version < "4"
-tqdm==4.64.0; python_version >= "3.6" and python_version < "4" and python_full_version >= "3.7.0"
-typing-extensions==4.3.0; python_version >= "3.7" and python_version < "4" and python_full_version >= "3.7.0"
-urllib3==1.26.11; python_full_version >= "3.7.0" and python_version < "4" and python_version >= "3.7"
-opencv-python==4.5.5.64; python_full_version >= "3.7.0" and python_version < "4" and python_version >= "3.7"
+certifi==2024.2.2 ; python_version >= "3.8" and python_version < "4"
+charset-normalizer==3.3.2 ; python_version >= "3.8" and python_version < "4"
+colorama==0.4.6 ; python_version >= "3.8" and python_version < "4" and platform_system == "Windows"
+coloredlogs==15.0.1 ; python_version >= "3.8" and python_version < "4"
+filelock==3.14.0 ; python_version >= "3.8" and python_version < "4"
+flatbuffers==24.3.25 ; python_version >= "3.8" and python_version < "4"
+fsspec==2024.5.0 ; python_version >= "3.8" and python_version < "4"
+huggingface-hub==0.23.2 ; python_version >= "3.8" and python_version < "4"
+humanfriendly==10.0 ; python_version >= "3.8" and python_version < "4"
+idna==3.7 ; python_version >= "3.8" and python_version < "4"
+mpmath==1.3.0 ; python_version >= "3.8" and python_version < "4"
+numpy==1.24.4 ; python_version >= "3.8" and python_version < "4"
+onnxruntime==1.18.0 ; python_version >= "3.8" and python_version < "4"
+opencv-python==4.9.0.80 ; python_version >= "3.8" and python_version < "4.0"
+packaging==24.0 ; python_version >= "3.8" and python_version < "4"
+pillow==10.3.0 ; python_version >= "3.8" and python_version < "4"
+protobuf==5.27.0 ; python_version >= "3.8" and python_version < "4"
+pyreadline3==3.4.1 ; sys_platform == "win32" and python_version >= "3.8" and python_version < "4"
+pyroclient==0.1.2 ; python_version >= "3.8" and python_version < "4"
+pyroengine==0.2.0 ; python_version >= "3.8" and python_version < "4"
+python-dotenv==1.0.1 ; python_version >= "3.8" and python_version < "4.0"
+pyyaml==6.0.1 ; python_version >= "3.8" and python_version < "4"
+requests==2.32.2 ; python_version >= "3.8" and python_version < "4"
+sympy==1.12 ; python_version >= "3.8" and python_version < "4"
+tqdm==4.66.4 ; python_version >= "3.8" and python_version < "4"
+typing-extensions==4.12.0 ; python_version >= "3.8" and python_version < "4"
+urllib3==2.2.1 ; python_version >= "3.8" and python_version < "4"