diff --git a/CMakeLists.txt b/CMakeLists.txt
index d140acb5..36259369 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -42,18 +42,32 @@ set(DISABLE_ONNXRUNTIME_GPU
     OFF
     CACHE STRING "Disables GPU support of ONNX Runtime (Only valid on Linux)")
 
+set(ENABLE_ROCM
+    OFF
+    CACHE STRING "Enables ROCm support (Only valid on Linux)")
+
 if(DISABLE_ONNXRUNTIME_GPU)
   target_compile_definitions(${CMAKE_PROJECT_NAME} PRIVATE DISABLE_ONNXRUNTIME_GPU)
 endif()
 
+if(ENABLE_ROCM)
+  target_compile_definitions(${CMAKE_PROJECT_NAME} PRIVATE ENABLE_ROCM)
+endif()
+
 if(USE_SYSTEM_ONNXRUNTIME)
   if(OS_LINUX)
-    find_package(Onnxruntime 1.16.3 REQUIRED)
-    set(Onnxruntime_INCLUDE_PATH
-        ${Onnxruntime_INCLUDE_DIR} ${Onnxruntime_INCLUDE_DIR}/onnxruntime
-        ${Onnxruntime_INCLUDE_DIR}/onnxruntime/core/session ${Onnxruntime_INCLUDE_DIR}/onnxruntime/core/providers/cpu)
-    target_link_libraries(${CMAKE_PROJECT_NAME} PRIVATE "${Onnxruntime_LIBRARIES}")
-    target_include_directories(${CMAKE_PROJECT_NAME} SYSTEM PUBLIC "${Onnxruntime_INCLUDE_PATH}")
+    find_package(Onnxruntime 1.16.3)
+    if(Onnxruntime_FOUND)
+      set(Onnxruntime_INCLUDE_PATH
+          ${Onnxruntime_INCLUDE_DIR} ${Onnxruntime_INCLUDE_DIR}/onnxruntime
+          ${Onnxruntime_INCLUDE_DIR}/onnxruntime/core/session ${Onnxruntime_INCLUDE_DIR}/onnxruntime/core/providers/cpu)
+      target_link_libraries(${CMAKE_PROJECT_NAME} PRIVATE "${Onnxruntime_LIBRARIES}")
+      target_include_directories(${CMAKE_PROJECT_NAME} SYSTEM PUBLIC "${Onnxruntime_INCLUDE_PATH}")
+    else()
+      find_package(PkgConfig REQUIRED)
+      pkg_check_modules(Onnxruntime REQUIRED IMPORTED_TARGET libonnxruntime)
+      target_link_libraries(${CMAKE_PROJECT_NAME} PRIVATE PkgConfig::Onnxruntime)
+    endif()
   else()
     message(FATAL_ERROR "System ONNX Runtime is only supported on Linux!")
   endif()
diff --git a/docs/BUILDING-ROCM-UBUNTU.md b/docs/BUILDING-ROCM-UBUNTU.md
new file mode 100644
index 00000000..aa454239
--- /dev/null
+++ b/docs/BUILDING-ROCM-UBUNTU.md
@@ -0,0 +1,79 @@
+# Build with ROCm on Ubuntu
+
+
+## Prequisites
+
+- Linux Kernel 5 is required. 6 cannot install ROCm.
+- You must use Ubuntu 22.04 LTS to follow this instructions.
+- 50 GB+ space is required for building ONNX Runtime.
+
+## Install ROCm
+
+https://docs.amd.com/en/docs-5.4.0/deploy/linux/os-native/install.html
+
+
+```
+sudo mkdir --parents --mode=0755 /etc/apt/keyrings
+wget https://repo.radeon.com/rocm/rocm.gpg.key -O - | \
+    gpg --dearmor | sudo tee /etc/apt/keyrings/rocm.gpg > /dev/null
+echo 'deb [arch=amd64 signed-by=/etc/apt/keyrings/rocm.gpg] https://repo.radeon.com/amdgpu/5.4/ubuntu jammy main' \
+    | sudo tee /etc/apt/sources.list.d/amdgpu.list
+sudo apt update
+sudo apt install amdgpu-dkms
+sudo reboot
+```
+
+```
+for ver in 5.3.3 5.4; do
+echo "deb [arch=amd64 signed-by=/etc/apt/keyrings/rocm.gpg] https://repo.radeon.com/rocm/apt/$ver jammy main" \
+    | sudo tee --append /etc/apt/sources.list.d/rocm.list
+done
+echo -e 'Package: *\nPin: release o=repo.radeon.com\nPin-Priority: 600' \
+    | sudo tee /etc/apt/preferences.d/rocm-pin-600
+sudo apt update
+sudo apt install rocm-hip-sdk5.4.0 miopen-hip-dev5.4.0 roctracer-dev5.4.0 rocm-dev5.4.0
+```
+
+## Build and install ONNX Runtime
+
+```
+wget -O - https://apt.kitware.com/keys/kitware-archive-latest.asc 2>/dev/null | \
+  gpg --dearmor - | sudo tee /usr/share/keyrings/kitware-archive-keyring.gpg >/dev/null
+echo 'deb [signed-by=/usr/share/keyrings/kitware-archive-keyring.gpg] https://apt.kitware.com/ubuntu/ jammy main' | sudo tee /etc/apt/sources.list.d/kitware.list >/dev/null
+sudo apt update
+sudo apt install kitware-archive-keyring
+sudo apt install cmake
+```
+
+```
+sudo apt install build-essential libstdc++-12-dev
+git clone --recursive https://github.com/microsoft/onnxruntime.git -b v1.16.3
+cd onnxruntime
+./build.sh --config RelWithDebInfo --use_rocm --rocm_home /opt/rocm-5.4.0 --skip_tests --parallel --build_shared_lib
+sudo cmake --install build/Linux/RelWithDebInfo
+cd ..
+```
+
+## Build and install obs-backgroundremoval
+
+```
+sudo add-apt-repository ppa:obsproject/obs-studio
+sudo apt update
+sudo apt install obs-studio qt6-base-dev pkg-config libcurl4-openssl-dev
+```
+
+```
+git clone --recursive https://github.com/occ-ai/obs-backgroundremoval.git
+cd obs-backgroundremoval
+cmake . -B build_x86_64 \
+  -DCMAKE_INSTALL_PREFIX=/usr \
+  -DCMAKE_BUILD_TYPE=RelWithDebInfo \
+  -DCMAKE_POSITION_INDEPENDENT_CODE=ON \
+  -DENABLE_FRONTEND_API=ON \
+  -DENABLE_QT=ON \
+  -DCMAKE_COMPILE_WARNING_AS_ERROR=ON \
+  -DUSE_SYSTEM_ONNXRUNTIME=ON \
+  -DENABLE_ROCM=ON
+cmake --build build_x86_64
+sudo cmake --install build_x86_64 --prefix /usr
+```
\ No newline at end of file
diff --git a/src/ort-utils/ort-session-utils.cpp b/src/ort-utils/ort-session-utils.cpp
index 795e945e..13921c9d 100644
--- a/src/ort-utils/ort-session-utils.cpp
+++ b/src/ort-utils/ort-session-utils.cpp
@@ -6,7 +6,7 @@
 #endif
 
 #if defined(__linux__) && defined(__x86_64__) && \
-	!defined(DISABLE_ONNXRUNTIME_GPU)
+	!defined(DISABLE_ONNXRUNTIME_GPU) && !defined(ENABLE_ROCM)
 #include <tensorrt_provider_factory.h>
 #endif
 
@@ -66,7 +66,13 @@ int createOrtSession(filter_data *tf)
 	bfree(modelFilepath_rawPtr);
 
 	try {
-#if defined(__linux__) && defined(__x86_64__) && \
+#ifdef ENABLE_ROCM
+		if (tf->useGPU == USEGPU_TENSORRT) {
+			Ort::ThrowOnError(
+				OrtSessionOptionsAppendExecutionProvider_ROCM(
+					sessionOptions, 0));
+		}
+#elif defined(__linux__) && defined(__x86_64__) && \
 	!defined(DISABLE_ONNXRUNTIME_GPU)
 		if (tf->useGPU == USEGPU_TENSORRT) {
 			Ort::ThrowOnError(