diff --git a/.github/workflows/build-cmake.yml b/.github/workflows/build-cmake.yml
index 13518aba924..b126b66d1ee 100644
--- a/.github/workflows/build-cmake.yml
+++ b/.github/workflows/build-cmake.yml
@@ -20,7 +20,7 @@ jobs:
             gpu-arch-type: cuda
             gpu-arch-version: "12.6"
       fail-fast: false
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.9
     permissions:
       id-token: write
       contents: read
@@ -29,7 +29,7 @@ jobs:
       runner: ${{ matrix.runner }}
       gpu-arch-type: ${{ matrix.gpu-arch-type }}
       gpu-arch-version: ${{ matrix.gpu-arch-version }}
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       script: |
         set -euo pipefail
 
@@ -44,11 +44,11 @@ jobs:
         include:
           - runner: macos-m1-stable
       fail-fast: false
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.9
     with:
       repository: pytorch/vision
       runner: ${{ matrix.runner }}
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       script: |
         set -euo pipefail
 
@@ -68,13 +68,13 @@ jobs:
             gpu-arch-type: cuda
             gpu-arch-version: "12.6"
       fail-fast: false
-    uses: pytorch/test-infra/.github/workflows/windows_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/windows_job.yml@release/2.9
     with:
       repository: pytorch/vision
       runner: ${{ matrix.runner }}
       gpu-arch-type: ${{ matrix.gpu-arch-type }}
       gpu-arch-version: ${{ matrix.gpu-arch-version }}
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       script: |
         set -euo pipefail
 
diff --git a/.github/workflows/build-wheels-aarch64-linux.yml b/.github/workflows/build-wheels-aarch64-linux.yml
index 89948db6397..d43fa9de287 100644
--- a/.github/workflows/build-wheels-aarch64-linux.yml
+++ b/.github/workflows/build-wheels-aarch64-linux.yml
@@ -19,12 +19,12 @@ permissions:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.9
     with:
       package-type: wheel
       os: linux-aarch64
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       with-cuda: enable
   build:
     needs: generate-matrix
@@ -38,12 +38,12 @@ jobs:
             smoke-test-script: test/smoke_test.py
             package-name: torchvision
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@release/2.9
     with:
       repository: ${{ matrix.repository }}
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       pre-script: ${{ matrix.pre-script }}
       post-script: ${{ matrix.post-script }}
diff --git a/.github/workflows/build-wheels-linux.yml b/.github/workflows/build-wheels-linux.yml
index 818f32c102b..f702d546379 100644
--- a/.github/workflows/build-wheels-linux.yml
+++ b/.github/workflows/build-wheels-linux.yml
@@ -19,12 +19,12 @@ permissions:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.9
     with:
       package-type: wheel
       os: linux
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       with-xpu: enable
   build:
     needs: generate-matrix
@@ -38,12 +38,12 @@ jobs:
             smoke-test-script: test/smoke_test.py
             package-name: torchvision
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@release/2.9
     with:
       repository: ${{ matrix.repository }}
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       pre-script: ${{ matrix.pre-script }}
       post-script: ${{ matrix.post-script }}
diff --git a/.github/workflows/build-wheels-m1.yml b/.github/workflows/build-wheels-m1.yml
index 76709b755e8..42c7fd2951f 100644
--- a/.github/workflows/build-wheels-m1.yml
+++ b/.github/workflows/build-wheels-m1.yml
@@ -19,12 +19,12 @@ permissions:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.9
     with:
       package-type: wheel
       os: macos-arm64
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.9
   build:
     needs: generate-matrix
     strategy:
@@ -37,12 +37,12 @@ jobs:
             smoke-test-script: test/smoke_test.py
             package-name: torchvision
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_wheels_macos.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_macos.yml@release/2.9
     with:
       repository: ${{ matrix.repository }}
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       pre-script: ${{ matrix.pre-script }}
       post-script: ${{ matrix.post-script }}
diff --git a/.github/workflows/build-wheels-windows.yml b/.github/workflows/build-wheels-windows.yml
index a269aea2604..47f2422e9c1 100644
--- a/.github/workflows/build-wheels-windows.yml
+++ b/.github/workflows/build-wheels-windows.yml
@@ -19,12 +19,12 @@ permissions:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.9
     with:
       package-type: wheel
       os: windows
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       with-xpu: enable
   build:
     needs: generate-matrix
@@ -39,12 +39,12 @@ jobs:
             smoke-test-script: test/smoke_test.py
             package-name: torchvision
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_wheels_windows.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_windows.yml@release/2.9
     with:
       repository: ${{ matrix.repository }}
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       pre-script: ${{ matrix.pre-script }}
       env-script: ${{ matrix.env-script }}
diff --git a/.github/workflows/build_wheel_windows_arm64.yml b/.github/workflows/build_wheel_windows_arm64.yml
index 0c578b194ab..8bb7b1c3b5b 100644
--- a/.github/workflows/build_wheel_windows_arm64.yml
+++ b/.github/workflows/build_wheel_windows_arm64.yml
@@ -20,12 +20,12 @@ permissions:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.9
     with:
       package-type: wheel
       os: windows-arm64
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       with-cuda: disable
 
   build:
@@ -40,12 +40,12 @@ jobs:
             package-name: torchvision
             architecture: "arm64"
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_wheels_windows.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_windows.yml@release/2.9
     with:
       repository: ${{ matrix.repository }}
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       pre-script: ${{ matrix.pre-script }}
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       package-name: ${{ matrix.package-name }}
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 8b341622181..a12e59b3653 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -14,14 +14,14 @@ on:
 
 jobs:
   build:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.9
     permissions:
       id-token: write
       contents: read
     with:
       repository: pytorch/vision
       upload-artifact: docs
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       script: |
         set -euo pipefail
 
@@ -82,7 +82,7 @@ jobs:
     needs: build
     if: github.repository == 'pytorch/vision' && github.event_name == 'push' &&
         ((github.ref_type == 'branch' && github.ref_name == 'main') || github.ref_type == 'tag')
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.9
     permissions:
       id-token: write
       contents: write
@@ -90,7 +90,7 @@ jobs:
       repository: pytorch/vision
       download-artifact: docs
       ref: gh-pages
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       script: |
         set -euo pipefail
 
diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index deb3cdff83d..214c939ef4d 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -11,13 +11,13 @@ on:
 
 jobs:
   python-source-and-configs:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.9
     permissions:
       id-token: write
       contents: read
     with:
       repository: pytorch/vision
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       script: |
         set -euo pipefail
 
@@ -41,13 +41,13 @@ jobs:
         fi
 
   python-types:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.9
     permissions:
       id-token: write
       contents: read
     with:
       repository: pytorch/vision
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       script: |
         set -euo pipefail
 
@@ -74,7 +74,7 @@ jobs:
   #   runs-on: ubuntu-latest
   #   steps:
   #     - name: Run BC Lint Action
-  #       uses: pytorch/test-infra/.github/actions/bc-lint@main
+  #       uses: pytorch/test-infra/.github/actions/bc-lint@release/2.9
   #       with:
   #         repo: ${{ github.event.pull_request.head.repo.full_name }}
   #         base_sha: ${{ github.event.pull_request.base.sha }}
diff --git a/.github/workflows/prototype-tests-linux-gpu.yml b/.github/workflows/prototype-tests-linux-gpu.yml
index 18881bfacb2..0e38c64c7f3 100644
--- a/.github/workflows/prototype-tests-linux-gpu.yml
+++ b/.github/workflows/prototype-tests-linux-gpu.yml
@@ -23,7 +23,7 @@ jobs:
             gpu-arch-type: cuda
             gpu-arch-version: "12.6"
       fail-fast: false
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.9
     permissions:
       id-token: write
       contents: read
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 5e0ed381b01..5af6930c6b0 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -26,7 +26,7 @@ jobs:
             gpu-arch-type: cuda
             gpu-arch-version: "12.6"
       fail-fast: false
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.9
     permissions:
       id-token: write
       contents: read
@@ -36,7 +36,7 @@ jobs:
       gpu-arch-type: ${{ matrix.gpu-arch-type }}
       gpu-arch-version: ${{ matrix.gpu-arch-version }}
       timeout: 120
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       script: |
         set -euo pipefail
 
@@ -57,12 +57,12 @@ jobs:
           - "3.12"
         runner: ["macos-m1-stable"]
       fail-fast: false
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.9
     with:
       repository: pytorch/vision
       timeout: 240
       runner: ${{ matrix.runner }}
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       script: |
         set -euo pipefail
 
@@ -89,7 +89,7 @@ jobs:
         #     gpu-arch-type: cuda
         #     gpu-arch-version: "11.8"
       fail-fast: false
-    uses: pytorch/test-infra/.github/workflows/windows_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/windows_job.yml@release/2.9
     permissions:
       id-token: write
       contents: read
@@ -99,7 +99,7 @@ jobs:
       gpu-arch-type: ${{ matrix.gpu-arch-type }}
       gpu-arch-version: ${{ matrix.gpu-arch-version }}
       timeout: 120
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       script: |
         set -euxo pipefail
 
@@ -112,13 +112,13 @@ jobs:
         ./.github/scripts/unittest.sh
 
   # onnx:
-  #   uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+  #   uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.9
   #   permissions:
   #     id-token: write
   #     contents: read
   #   with:
   #     repository: pytorch/vision
-  #     test-infra-ref: main
+  #     test-infra-ref: release/2.9
   #     script: |
   #       set -euo pipefail
 
@@ -146,14 +146,14 @@ jobs:
   #       echo '::endgroup::'
 
   unittests-extended:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.9
     permissions:
       id-token: write
       contents: read
     if: contains(github.event.pull_request.labels.*.name, 'run-extended')
     with:
       repository: pytorch/vision
-      test-infra-ref: main
+      test-infra-ref: release/2.9
       script: |
         set -euo pipefail