diff --git a/docker/rocm/Dockerfile b/docker/rocm/Dockerfile
index 42447a26b..846037b31 100644
--- a/docker/rocm/Dockerfile
+++ b/docker/rocm/Dockerfile
@@ -2,7 +2,7 @@
 
 # https://askubuntu.com/questions/972516/debian-frontend-environment-variable
 ARG DEBIAN_FRONTEND=noninteractive
-ARG ROCM=1
+ARG ROCM
 ARG HSA_OVERRIDE_GFX_VERSION
 ARG HSA_OVERRIDE
 
@@ -11,60 +11,104 @@ FROM wget AS rocm
 
 ARG ROCM
 
-RUN apt update -qq && \
-    apt install -y wget gpg && \
-    wget -O rocm.deb https://repo.radeon.com/amdgpu-install/7.2/ubuntu/jammy/amdgpu-install_7.2.70200-1_all.deb && \
-    apt install -y ./rocm.deb && \
-    apt update && \
-    apt install -qq -y rocm
+# Install ROCm using repository
+RUN apt update && apt install -qq -y wget gpg
+RUN mkdir -p --mode=0755 /etc/apt/keyrings && \
+    wget https://repo.radeon.com/rocm/rocm.gpg.key -O - | gpg --dearmor | tee /etc/apt/keyrings/rocm.gpg > /dev/null
+RUN echo "deb [arch=amd64 signed-by=/etc/apt/keyrings/rocm.gpg] https://repo.radeon.com/rocm/apt/$(echo "$ROCM" | sed -E 's/^([0-9]+\.[0-9]+)\.0$/\1/') jammy main" > /etc/apt/sources.list.d/rocm-$ROCM.list
+RUN printf "Package: *\nPin: release o=repo.radeon.com\nPin-Priority: 600" > /etc/apt/preferences.d/rocm-pin-600
 
+# Install ROCm libraries
+RUN apt update && \
+    apt install -qq -y --no-install-recommends hipfft rocm-libs rocprofiler roctracer hip-dev
+
+# Install migraphx built with gfx900 included as a target
+WORKDIR /tmp
+RUN wget https://github.com/garymathews/AMDMIGraphX/releases/download/v7.2.0/migraphx-v7.2.0.tar.gz && \
+    tar -xvzf migraphx-*.tar.gz -C /opt/rocm-$ROCM
+
+# Copy rocBLAS libraries for gfx900 from ROCm 6.3.4 (last version with gfx900 support)
+WORKDIR /tmp
+RUN apt install -qq -y --no-install-recommends rsync && \
+    wget https://repo.radeon.com/rocm/apt/6.3.4/pool/main/r/rocblas/rocblas_4.3.0.60304-76~22.04_amd64.deb && \
+    mkdir rocblas && \
+    dpkg-deb -x rocblas_*.deb rocblas && \
+    rsync -av \
+        --include='*gfx900*' \
+        --exclude='*' \
+        rocblas/opt/rocm-*/lib/rocblas/library/ \
+        /opt/rocm-$ROCM/lib/rocblas/library/
+
+# Copy ROCm libraries
 RUN mkdir -p /opt/rocm-dist/opt/rocm-$ROCM/lib
-RUN cd /opt/rocm-$ROCM/lib && \
-    cp -dpr libMIOpen*.so* libamd*.so* libhip*.so* libhsa*.so* libmigraphx*.so* librocm*.so* librocblas*.so* libroctracer*.so* librocsolver*.so* librocfft*.so* librocprofiler*.so* libroctx*.so*  librocroller.so* /opt/rocm-dist/opt/rocm-$ROCM/lib/ && \
-    mkdir -p /opt/rocm-dist/opt/rocm-$ROCM/lib/migraphx/lib && \
-    cp -dpr migraphx/lib/* /opt/rocm-dist/opt/rocm-$ROCM/lib/migraphx/lib
-RUN cd /opt/rocm-dist/opt/ && ln -s rocm-$ROCM rocm
+RUN cd /opt/rocm-$ROCM/lib && cp -dpr \
+    libMIOpen*.so* \
+    libamd*.so* \
+    libhip*.so* \
+    libhsa*.so* \
+    librocblas*.so* \
+    librocfft*.so* \
+    librocm*.so* \
+    librocprofiler*.so* \
+    librocsolver*.so* \
+    libroctracer*.so* \
+    libroctx*.so* \
+    libmigraphx*.so* \
+    # NOTE: Include migraphx directory (only ROCm 6.2+)
+    migraphx \
+    # NOTE: Include rocRoller library (only ROCm 7.0+)
+    librocroller*.so* \
+    /opt/rocm-dist/opt/rocm-$ROCM/lib/
+
+# Copy ROCm HIP include (only ROCm 7.2+)
+RUN mkdir -p /opt/rocm-dist/opt/rocm-$ROCM/include
+RUN cd /opt/rocm-$ROCM/include && cp -dpr \
+    hip \
+    /opt/rocm-dist/opt/rocm-$ROCM/include
+
+# Create symlink to /opt/rocm
+RUN cd /opt/rocm-dist/opt && \
+    ln -s rocm-$ROCM rocm
 
 RUN mkdir -p /opt/rocm-dist/etc/ld.so.conf.d/
-RUN echo /opt/rocm/lib|tee /opt/rocm-dist/etc/ld.so.conf.d/rocm.conf
+RUN printf "/opt/rocm/lib\n/opt/rocm/lib/migraphx/lib" | tee /opt/rocm-dist/etc/ld.so.conf.d/rocm.conf
+RUN printf "/usr/lib/llvm-14/lib" | tee /opt/rocm-dist/etc/ld.so.conf.d/llvm.conf
 
 #######################################################################
 FROM deps AS deps-prelim
 
 COPY docker/rocm/debian-backports.sources /etc/apt/sources.list.d/debian-backports.sources
-RUN apt-get update && \
-    apt-get install -y libnuma1 && \
-    apt-get install -qq -y -t bookworm-backports mesa-va-drivers mesa-vulkan-drivers && \
+RUN apt update && \
+    # Install backported MESA VA and Vulkan drivers for video decoding acceleration
+    apt install -qq -y -t bookworm-backports mesa-va-drivers mesa-vulkan-drivers && \
     # Install C++ standard library headers for HIPRTC kernel compilation fallback
-    apt-get install -qq -y libstdc++-12-dev && \
+    apt install -qq -y libstdc++-12-dev libnuma1 && \
     rm -rf /var/lib/apt/lists/*
 
 WORKDIR /opt/frigate
 COPY --from=rootfs / /
 
-RUN wget -q https://bootstrap.pypa.io/get-pip.py -O get-pip.py \
-    && sed -i 's/args.append("setuptools")/args.append("setuptools==77.0.3")/' get-pip.py \
-    && python3 get-pip.py "pip" --break-system-packages
-RUN python3 -m pip config set global.break-system-packages true
-
+# Install onnxruntime built with ROCm
 COPY docker/rocm/requirements-wheels-rocm.txt /requirements.txt
-RUN pip3 uninstall -y onnxruntime \
-    && pip3 install -r /requirements.txt
+RUN pip3 uninstall --break-system-packages -y onnxruntime && \
+    pip3 install --break-system-packages -r /requirements.txt
 
 #######################################################################
 FROM scratch AS rocm-dist
 
 ARG ROCM
 
-# Copy HIP headers required for MIOpen JIT (BuildHip) / HIPRTC at runtime
-COPY --from=rocm /opt/rocm-${ROCM}/include/ /opt/rocm-${ROCM}/include/
-COPY --from=rocm /opt/rocm-$ROCM/bin/rocminfo /opt/rocm-$ROCM/bin/migraphx-driver /opt/rocm-$ROCM/bin/
-# Copy MIOpen database files for gfx10xx and gfx11xx only (RDNA2/RDNA3)
-COPY --from=rocm /opt/rocm-$ROCM/share/miopen/db/*gfx10* /opt/rocm-$ROCM/share/miopen/db/
-COPY --from=rocm /opt/rocm-$ROCM/share/miopen/db/*gfx11* /opt/rocm-$ROCM/share/miopen/db/
-# Copy rocBLAS library files for gfx10xx and gfx11xx only
-COPY --from=rocm /opt/rocm-$ROCM/lib/rocblas/library/*gfx10* /opt/rocm-$ROCM/lib/rocblas/library/
-COPY --from=rocm /opt/rocm-$ROCM/lib/rocblas/library/*gfx11* /opt/rocm-$ROCM/lib/rocblas/library/
+# Copy MIOpen database files
+COPY --from=rocm /opt/rocm-$ROCM/share/miopen/db/ /opt/rocm-$ROCM/share/miopen/db/
+
+# Copy rocBLAS library files
+# NOTE: Do not filter this copy to specific gfx versions, some fallback tensile libraries are necessary.
+COPY --from=rocm /opt/rocm-$ROCM/lib/rocblas/library/ /opt/rocm-$ROCM/lib/rocblas/library/
+
+# Copy ROCm binary files
+COPY --from=rocm /opt/rocm-$ROCM/bin/ /opt/rocm-$ROCM/bin/
+
+# Copy stripped ROCm
 COPY --from=rocm /opt/rocm-dist/ /
 
 #######################################################################
@@ -79,11 +123,10 @@ COPY --from=rocm-dist / /
 RUN ldconfig
 
 #######################################################################
-FROM rocm-prelim-hsa-override0 as rocm-prelim-hsa-override1
+FROM rocm-prelim-hsa-override0 AS rocm-prelim-hsa-override1
 
 ARG HSA_OVERRIDE_GFX_VERSION
 ENV HSA_OVERRIDE_GFX_VERSION=$HSA_OVERRIDE_GFX_VERSION
 
 #######################################################################
 FROM rocm-prelim-hsa-override$HSA_OVERRIDE as rocm-deps
-
diff --git a/frigate/detectors/detector_utils.py b/frigate/detectors/detector_utils.py
index d732de871..5771f4dfa 100644
--- a/frigate/detectors/detector_utils.py
+++ b/frigate/detectors/detector_utils.py
@@ -1,5 +1,6 @@
 import logging
 import os
+import subprocess
 
 import numpy as np
 
@@ -72,3 +73,35 @@ def tflite_load_delegate_interpreter(
             )
 
         raise
+
+def detect_amd_gfx_id():
+    return subprocess.getoutput("unset HSA_OVERRIDE_GFX_VERSION && /opt/rocm/bin/rocminfo 2>/dev/null | grep gfx | head -1 | awk '{print $2}'")
+
+def apply_amd_compatibility_env_vars():
+    gfx_id = detect_amd_gfx_id()
+    if not gfx_id:
+        return
+
+    logger.info(f"Setting AMD environment variables for {gfx_id} compatibility...")
+
+    configs = {
+        ("gfx902", "gfx909", "gfx90c", "gfx1035", "gfx1103"): {
+            "HSA_ENABLE_SDMA": "0", # Disable System Direct Memory Access for APU compatibility
+            "MIGRAPHX_DISABLE_MIOPEN_FUSION": "1", # Disable unsupported fusion optimization
+        },
+        ("gfx902", "gfx909", "gfx90c"): { # Vega
+            "HSA_OVERRIDE_GFX_VERSION": "9.0.0", # Force compatible GFX version
+        },
+        ("gfx1035"): { # 680M
+            "HSA_OVERRIDE_GFX_VERSION": "10.3.0", # Force compatible GFX version
+        },
+        ("gfx1103"): { # 780M
+            "HSA_OVERRIDE_GFX_VERSION": "11.0.0", # Force compatible GFX version
+        }
+    }
+    for gfx_ids, vars in configs.items():
+        if gfx_id in gfx_ids:
+            for var, value in vars.items():
+                if var not in os.environ:
+                    os.environ[var] = value
+                    logger.info(f"  - \"{var}={value}\"")
diff --git a/frigate/detectors/plugins/onnx.py b/frigate/detectors/plugins/onnx.py
index 6c9e510ce..c2de62caf 100644
--- a/frigate/detectors/plugins/onnx.py
+++ b/frigate/detectors/plugins/onnx.py
@@ -5,11 +5,12 @@ from pydantic import Field
 from typing_extensions import Literal
 
 from frigate.detectors.detection_api import DetectionApi
-from frigate.detectors.detection_runners import get_optimized_runner
 from frigate.detectors.detector_config import (
     BaseDetectorConfig,
     ModelTypeEnum,
 )
+from frigate.detectors.detector_utils import apply_amd_compatibility_env_vars
+
 from frigate.util.model import (
     post_process_dfine,
     post_process_rfdetr,
@@ -33,9 +34,14 @@ class ONNXDetector(DetectionApi):
     def __init__(self, detector_config: ONNXDetectorConfig):
         super().__init__(detector_config)
 
+        apply_amd_compatibility_env_vars()
+
         path = detector_config.model.path
         logger.info(f"ONNX: loading {detector_config.model.path}")
 
+        # Import get_optimized_runner AFTER setting AMD compatibility env vars
+        from frigate.detectors.detection_runners import get_optimized_runner
+
         self.runner = get_optimized_runner(
             path,
             detector_config.device,