diff --git a/.github/scripts/winarm64/bootstrap_buildtools.sh b/.github/scripts/winarm64/bootstrap_buildtools.sh
new file mode 100644
index 0000000000..a2a1a7166e
--- /dev/null
+++ b/.github/scripts/winarm64/bootstrap_buildtools.sh
@@ -0,0 +1,39 @@
+#!/bin/bash
+
+echo "Dependency MSVC Build Tools with C++ with ARM64/ARM64EC components installation started."
+
+# Pre-check for downloads and dependencies folders
+mkdir -p "$DOWNLOADS_DIR"
+mkdir -p "$DEPENDENCIES_DIR"
+
+# Set download URL for the Visual Studio Installer
+DOWNLOAD_URL="https://aka.ms/vs/17/release/vs_BuildTools.exe"
+INSTALLER_FILE="$DOWNLOADS_DIR/vs_BuildTools.exe"
+
+# Download installer
+echo "Downloading Visual Studio Build Tools with C++ installer..."
+curl -L -o "$INSTALLER_FILE" "$DOWNLOAD_URL"
+
+# Install the Visual Studio Build Tools with C++ components
+echo "Installing Visual Studio Build Tools with C++ components..."
+echo "Installing MSVC $MSVC_VERSION"
+"$INSTALLER_FILE" --norestart --quiet --wait --installPath "$DEPENDENCIES_DIR/VSBuildTools" \
+    --add Microsoft.VisualStudio.Workload.VCTools \
+    --add Microsoft.VisualStudio.Component.Windows10SDK \
+    --add Microsoft.VisualStudio.Component.Windows11SDK.22621 \
+    --add Microsoft.VisualStudio.Component.VC.ASAN \
+    --add Microsoft.VisualStudio.Component.VC.CMake.Project \
+    --add Microsoft.VisualStudio.Component.VC.CoreBuildTools \
+    --add Microsoft.VisualStudio.Component.VC.CoreIde \
+    --add Microsoft.VisualStudio.Component.VC.Redist.14.Latest \
+    --add Microsoft.VisualStudio.Component.VC.Tools.ARM64EC \
+    --add Microsoft.VisualStudio.Component.VC.Tools.ARM64 \
+    --add Microsoft.VisualStudio.Component.VC.Tools.x86.x64
+
+# Check if installation was successful
+if [[ $? -ne 0 ]]; then
+    echo "Failed to install Visual Studio Build Tools with C++ components."
+    exit 1
+fi
+
+echo "Dependency Visual Studio Build Tools with C++ installation finished."
\ No newline at end of file
diff --git a/.github/workflows/build_wheels_windows.yml b/.github/workflows/build_wheels_windows.yml
index 13e0d5fd77..d1fd20850e 100644
--- a/.github/workflows/build_wheels_windows.yml
+++ b/.github/workflows/build_wheels_windows.yml
@@ -68,6 +68,10 @@ on:
         description: 'Timeout for the job (in minutes)'
         default: 60
         type: number
+      architecture:
+        description: 'CPU architecture to build for'
+        default: "x64"
+        type: string
 
 permissions:
   id-token: write
@@ -107,16 +111,26 @@ jobs:
           activate-with-label: false
           instructions: "SSH with rdesktop using ssh -L 3389:localhost:3389 %%username%%@%%hostname%%"
       - name: Add Conda scripts to GitHub path
+        if: inputs.architecture == 'x64'
         run: |
           echo "C:/Jenkins/Miniconda3/Scripts" >> $GITHUB_PATH
+      - name: Setup Git for Windows' minimal SDK
+        env:
+          DEPENDENCIES_DIR: c:\temp\dependencies\
+        if: inputs.architecture == 'arm64'
+        uses: git-for-windows/setup-git-for-windows-sdk@v1
+        with:
+          architecture: aarch64
+          path: "${{env.DEPENDENCIES_DIR}}\\git"
       - uses: ./test-infra/.github/actions/set-channel
       - name: Set PYTORCH_VERSION
-        if: ${{ env.CHANNEL == 'test' }}
+        if: env.CHANNEL == 'test'
         run: |
           # When building RC, set the version to be the current candidate version,
           # otherwise, leave it alone so nightly will pick up the latest
           echo "PYTORCH_VERSION=${{ matrix.stable_version }}" >> "${GITHUB_ENV}"
       - uses: ./test-infra/.github/actions/setup-binary-builds
+        if: inputs.architecture == 'x64'
         with:
           repository: ${{ inputs.repository }}
           ref: ${{ inputs.ref }}
@@ -124,20 +138,43 @@ jobs:
           setup-miniconda: false
           python-version: ${{ env.PYTHON_VERSION }}
           cuda-version: ${{ env.CU_VERSION }}
-          arch: ${{ env.ARCH }}
+          arch: ${{ inputs.architecture }}
       - name: Install XPU support package
         if: ${{ matrix.gpu_arch_type == 'xpu' }}
         env:
           XPU_VERSION: '2025.1'
         run: |
           cmd //c .\\test-infra\\.github\\scripts\\install_xpu.bat
+      - name: Checkout Target Repository (${{ env.REPOSITORY }})
+        if: inputs.architecture == 'arm64'
+        uses: actions/checkout@v4
+        with:
+            repository: ${{ env.REPOSITORY }}
+            ref: ${{ env.REF }}
+            path: ${{ env.REPOSITORY }}
+            submodules: recursive
+      - name: Bootstrap python
+        if: inputs.architecture == 'arm64'
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python_version }}
+          architecture: arm64
+      - name: Bootstrap Build Tools
+        if: inputs.architecture == 'arm64'
+        env:
+          DOWNLOADS_DIR: c:\temp\downloads\
+          DEPENDENCIES_DIR: c:\temp\dependencies\
+          SCRIPTS_DIR: test-infra\\.github\\scripts\\winarm64
+        run: |
+          "${{ env.SCRIPTS_DIR }}\bootstrap_buildtools.sh"
       - name: Install torch dependency
+        if: inputs.architecture == 'x64'
         run: |
           source "${BUILD_ENV_FILE}"
           # shellcheck disable=SC2086
           ${CONDA_RUN} ${PIP_INSTALL_TORCH}
       - name: Run Pre-Script with Caching
-        if: ${{ inputs.pre-script != '' }}
+        if: ${{ inputs.pre-script != '' && inputs.architecture == 'x64' }}
         uses: ./test-infra/.github/actions/run-script-with-cache
         with:
           cache-path: ${{ inputs.cache-path }}
@@ -145,7 +182,41 @@ jobs:
           repository: ${{ inputs.repository  }}
           script: ${{ inputs.pre-script }}
           is_windows: 'enabled'
+      - name: Run Pre-Script Arm64
+        if: ${{ inputs.pre-script != '' && inputs.architecture == 'arm64' }}
+        env:
+          DOWNLOADS_DIR: c:\temp\downloads\
+          DEPENDENCIES_DIR: c:\temp\dependencies\
+          SCRIPTS_DIR: test-infra\\.github\\scripts\\winarm64
+          SRC_DIR: ${{ inputs.repository }}
+          PRE_SCRIPT: ${{ inputs.pre-script }}
+        shell: cmd
+        run: |
+          set VS_PATH=%DEPENDENCIES_DIR%\VSBuildTools\VC\Auxiliary\Build\vcvarsall.bat
+          set GIT_BASH=%DEPENDENCIES_DIR%\git\usr\bin\bash.exe
+
+          cd %SRC_DIR%
+
+          call "%VS_PATH%" arm64
+          "%GIT_BASH%" -c "bash --noprofile --norc %PRE_SCRIPT%"
+      - name: Install certificates for Arm64 runner
+        if: ${{ inputs.architecture == 'arm64' }}
+        working-directory: ${{ inputs.repository }}
+        shell: cmd
+        run: |
+          call .\.venv\Scripts\activate.bat
+
+          pip install --upgrade certifi==2025.04.26
+          for /f "delims=" %%A in ('python -m certifi') do set CERT_PATH=%%A
+          echo Using cert bundle at: %CERT_PATH%
+
+          set SSL_CERT_FILE=%CERT_PATH%
+          set REQUESTS_CA_BUNDLE=%CERT_PATH%
+
+          echo SSL_CERT_FILE=%CERT_PATH% >> %GITHUB_ENV%
+          echo REQUESTS_CA_BUNDLE=%CERT_PATH% >> %GITHUB_ENV%
       - name: Build clean
+        if: inputs.architecture == 'x64'
         working-directory: ${{ inputs.repository }}
         env:
           ENV_SCRIPT: ${{ inputs.env-script }}
@@ -161,7 +232,8 @@ jobs:
               ${CONDA_RUN} ${ENV_SCRIPT} python setup.py clean
             fi
           fi
-      - name: Build the wheel (bdist_wheel)
+      - name: Build the wheel (bdist_wheel) X64
+        if: inputs.architecture == 'x64'
         working-directory: ${{ inputs.repository }}
         env:
           ENV_SCRIPT: ${{ inputs.env-script }}
@@ -182,17 +254,36 @@ jobs:
           else
             ${CONDA_RUN} ${ENV_SCRIPT} python setup.py bdist_wheel ${BUILD_PARAMS}
           fi
+      - name: Build the wheel (bdist_wheel) Arm64
+        if: inputs.architecture == 'arm64'
+        env:
+          SRC_DIR: ${{ inputs.repository }}
+          DEPENDENCIES_DIR: c:\temp\dependencies\
+        shell: cmd
+        run: |
+          set CONDA_PREFIX=%DEPENDENCIES_DIR%
+          set PATH=%PATH%;%DEPENDENCIES_DIR%\Library\bin
+          set DISTUTILS_USE_SDK=1
+          set VS_PATH=%DEPENDENCIES_DIR%\VSBuildTools\VC\Auxiliary\Build\vcvarsall.bat
+
+          call "%VS_PATH%" arm64
+          cd %SRC_DIR%
+          call .venv\Scripts\activate.bat
+
+          pip install --upgrade setuptools==72.1.0
+          python setup.py bdist_wheel
       - name: Run post-script
         working-directory: ${{ inputs.repository }}
         env:
           POST_SCRIPT: ${{ inputs.post-script }}
           ENV_SCRIPT: ${{ inputs.env-script }}
-        if: ${{ inputs.post-script != '' }}
+        if: ${{ inputs.post-script != '' && inputs.architecture == 'x64'}}
         run: |
           set -euxo pipefail
           source "${BUILD_ENV_FILE}"
           ${CONDA_RUN} ${ENV_SCRIPT} ${POST_SCRIPT}
-      - name: Smoke Test
+      - name: Smoke Test X64
+        if: inputs.architecture == 'x64'
         env:
           ENV_SCRIPT: ${{ inputs.env-script }}
           PACKAGE_NAME: ${{ inputs.package-name }}
@@ -209,7 +300,36 @@ jobs:
             echo "${{ inputs.repository }}/${SMOKE_TEST_SCRIPT} found"
             ${CONDA_RUN} "${{ inputs.repository }}/${ENV_SCRIPT}" python "${{ inputs.repository }}/${SMOKE_TEST_SCRIPT}"
           fi
+      - name: Smoke Test ARM64
+        if: inputs.architecture == 'arm64'
+        env:
+          PACKAGE_NAME: ${{ inputs.package-name }}
+          SMOKE_TEST_SCRIPT: ${{ inputs.smoke-test-script }}
+          SRC_DIR: ${{ inputs.repository }}
+        run: |
+          cd $SRC_DIR
+          source .venv/Scripts/activate
+          whl=$(find dist -name "${{env.PACKAGE_NAME}}-*.whl" | head -n 1)
+          pip install $whl
+
+          if [[ ! -f ${SMOKE_TEST_SCRIPT} ]]; then
+            echo "${SMOKE_TEST_SCRIPT} not found"
+            python -c "import ${PACKAGE_NAME}; print('package version is ', ${PACKAGE_NAME}.__version__)"
+          else
+            echo "${SMOKE_TEST_SCRIPT} found"
+            python "$SMOKE_TEST_SCRIPT"
+          fi
       # NB: Only upload to GitHub after passing smoke tests
+      - name: Get Artifact name
+        if: inputs.architecture == 'arm64'
+        env:
+          REPOSITORY: ${{ inputs.repository }}
+          REF: ${{ inputs.ref }}
+          PYTHON_VERSION: ${{ matrix.python_version }}
+          CU_VERSION: ${{ env.CU_VERSION }}
+          ARCH: ${{ inputs.architecture }}
+        run: |
+          echo "ARTIFACT_NAME=${REPOSITORY//\//_}_${REF//\//_}_${PYTHON_VERSION}_${CU_VERSION}_${ARCH}" >> "${GITHUB_ENV}"
       - name: Upload wheel to GitHub
         continue-on-error: true
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
@@ -217,7 +337,7 @@ jobs:
           name: ${{ env.ARTIFACT_NAME }}
           path: ${{ inputs.repository }}/dist/
       - uses: ./test-infra/.github/actions/teardown-windows
-        if: always()
+        if: inputs.architecture == 'x64'
         name: Teardown Windows
 
   upload:
@@ -231,7 +351,8 @@ jobs:
       test-infra-ref: ${{ inputs.test-infra-ref }}
       build-matrix: ${{ inputs.build-matrix }}
       trigger-event: ${{ inputs.trigger-event }}
+      architecture: ${{ inputs.architecture }}
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }}-${{ inputs.repository }}-${{ github.event_name == 'workflow_dispatch' }}
-  cancel-in-progress: true
+  cancel-in-progress: true
\ No newline at end of file
diff --git a/.github/workflows/test_build_wheels_windows_arm64.yml b/.github/workflows/test_build_wheels_windows_arm64.yml
new file mode 100644
index 0000000000..68da6c6884
--- /dev/null
+++ b/.github/workflows/test_build_wheels_windows_arm64.yml
@@ -0,0 +1,48 @@
+name: Test Build Windows Wheels ARM64
+
+on:
+  pull_request:
+    paths:
+      - .github/workflows/test_build_wheels_windows_arm64.yml
+      - .github/workflows/build_wheels_windows.yml
+      - .github/workflows/generate_binary_build_matrix.yml
+      - tools/scripts/generate_binary_build_matrix.py
+  workflow_dispatch:
+
+permissions:
+  id-token: write
+  contents: read
+
+jobs:
+  generate-matrix:
+    uses: ./.github/workflows/generate_binary_build_matrix.yml
+    with:
+      package-type: wheel
+      os: windows-arm64
+      test-infra-repository: ${{ github.repository }}
+      test-infra-ref: ${{ github.ref }}
+      with-cuda: disable
+  test:
+    needs: generate-matrix
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - repository: pytorch/vision
+            pre-script: packaging/pre_build_script_arm64.sh
+            smoke-test-script: test/smoke_test.py
+            package-name: torchvision
+            architecture: "arm64"
+    uses: ./.github/workflows/build_wheels_windows.yml
+    name: ${{ matrix.repository }}
+    with:
+      repository: ${{ matrix.repository }}
+      ref: nightly
+      test-infra-repository: ${{ github.repository }}
+      test-infra-ref: ${{ github.ref }}
+      pre-script: ${{ matrix.pre-script }}
+      build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
+      smoke-test-script: ${{ matrix.smoke-test-script }}
+      package-name: ${{ matrix.package-name }}
+      trigger-event: "${{ github.event_name }}"
+      architecture: ${{ matrix.architecture }}
\ No newline at end of file
diff --git a/tools/scripts/generate_binary_build_matrix.py b/tools/scripts/generate_binary_build_matrix.py
index 89e33de178..dec7fdc0c8 100755
--- a/tools/scripts/generate_binary_build_matrix.py
+++ b/tools/scripts/generate_binary_build_matrix.py
@@ -64,6 +64,7 @@
 LINUX_AARCH64 = "linux-aarch64"
 MACOS_ARM64 = "macos-arm64"
 WINDOWS = "windows"
+WINDOWS_ARM64 = "windows-arm64"
 
 # Accelerator architectures
 CPU = "cpu"
@@ -94,9 +95,11 @@
 LINUX_AARCH64_GPU_RUNNER = "linux.arm64.m7g.4xlarge"
 WIN_GPU_RUNNER = "windows.g4dn.xlarge"
 WIN_CPU_RUNNER = "windows.4xlarge"
+WIN_ARM64_RUNNER = "windows-11-arm64"
 MACOS_M1_RUNNER = "macos-m1-stable"
 
 PACKAGES_TO_INSTALL_WHL = "torch torchvision torchaudio"
+PACKAGES_TO_INSTALL_WHL_WIN_ARM64 = "torch"
 WHL_INSTALL_BASE = "pip3 install"
 DOWNLOAD_URL_BASE = "https://download.pytorch.org"
 
@@ -135,6 +138,8 @@ def validation_runner(arch_type: str, os: str) -> str:
             return WIN_GPU_RUNNER
         else:
             return WIN_CPU_RUNNER
+    elif os == WINDOWS_ARM64:
+        return WIN_ARM64_RUNNER
     elif os == MACOS_ARM64:
         return MACOS_M1_RUNNER
     else:  # default to linux cpu runner
@@ -296,11 +301,16 @@ def get_wheel_install_command(
     ):
         return f"{WHL_INSTALL_BASE} {PACKAGES_TO_INSTALL_WHL}"
     else:
-        whl_install_command = (
-            f"{WHL_INSTALL_BASE} --pre {PACKAGES_TO_INSTALL_WHL}"
-            if channel == "nightly"
-            else f"{WHL_INSTALL_BASE} {PACKAGES_TO_INSTALL_WHL}"
-        )
+        whl_install_command = ""
+        if os == WINDOWS_ARM64:
+            # winarm64 has only nightly torch package for now
+            whl_install_command = (
+                f"{WHL_INSTALL_BASE} --pre {PACKAGES_TO_INSTALL_WHL_WIN_ARM64}"  # noqa: E501
+            )
+        elif channel == "nightly":
+            whl_install_command = f"{WHL_INSTALL_BASE} --pre {PACKAGES_TO_INSTALL_WHL}"
+        else:
+            whl_install_command = f"{WHL_INSTALL_BASE} {PACKAGES_TO_INSTALL_WHL}"
         return f"{whl_install_command} --index-url {get_base_download_url_for_repo('whl', channel, gpu_arch_type, desired_cuda)}"  # noqa: E501
 
 
@@ -416,6 +426,9 @@ def generate_wheels_matrix(
         # Define default python version
         python_versions = list(PYTHON_ARCHES)
 
+    if os == WINDOWS_ARM64:
+        python_versions = ["3.11", "3.12", "3.13"]  # only versions for now
+
     if os == LINUX:
         # NOTE: We only build manywheel packages for linux
         package_type = "manywheel"