diff --git a/.github/workflows/build-cmake.yml b/.github/workflows/build-cmake.yml
index 8da613cf194..107583235ed 100644
--- a/.github/workflows/build-cmake.yml
+++ b/.github/workflows/build-cmake.yml
@@ -41,7 +41,7 @@ jobs:
       matrix:
         include:
           - runner: macos-12
-          - runner: macos-m1-12
+          - runner: macos-m1-stable
       fail-fast: false
     uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
     with:
diff --git a/.github/workflows/build-conda-m1.yml b/.github/workflows/build-conda-m1.yml
index 159a3c79a0d..bd10e4e4634 100644
--- a/.github/workflows/build-conda-m1.yml
+++ b/.github/workflows/build-conda-m1.yml
@@ -46,7 +46,7 @@ jobs:
       post-script: ${{ matrix.post-script }}
       package-name: ${{ matrix.package-name }}
       smoke-test-script: ${{ matrix.smoke-test-script }}
-      runner-type: macos-m1-12
+      runner-type: macos-m1-stable
       trigger-event: ${{ github.event_name }}
     secrets:
       CONDA_PYTORCHBOT_TOKEN: ${{ secrets.CONDA_PYTORCHBOT_TOKEN }}
diff --git a/.github/workflows/build-wheels-m1.yml b/.github/workflows/build-wheels-m1.yml
index adffb4ce9f2..76709b755e8 100644
--- a/.github/workflows/build-wheels-m1.yml
+++ b/.github/workflows/build-wheels-m1.yml
@@ -47,6 +47,6 @@ jobs:
       pre-script: ${{ matrix.pre-script }}
       post-script: ${{ matrix.post-script }}
       package-name: ${{ matrix.package-name }}
-      runner-type: macos-m1-12
+      runner-type: macos-m1-stable
       smoke-test-script: ${{ matrix.smoke-test-script }}
       trigger-event: ${{ github.event_name }}
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index bd483db6e4b..f5b7d6b5c8f 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -54,7 +54,7 @@ jobs:
         runner: ["macos-12"]
         include:
           - python-version: "3.8"
-            runner: macos-m1-12
+            runner: macos-m1-stable
       fail-fast: false
     uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
     with:
diff --git a/test/test_transforms_v2.py b/test/test_transforms_v2.py
index b40d04fffdd..458f83f01c3 100644
--- a/test/test_transforms_v2.py
+++ b/test/test_transforms_v2.py
@@ -5182,6 +5182,11 @@ def test_functional_and_transform(self, make_input, fn):
         if isinstance(input, torch.Tensor):
             assert output.data_ptr() == input.data_ptr()
 
+    def test_2d_np_array(self):
+        # Non-regression test for https://github.com/pytorch/vision/issues/8255
+        input = np.random.rand(10, 10)
+        assert F.to_image(input).shape == (1, 10, 10)
+
     def test_functional_error(self):
         with pytest.raises(TypeError, match="Input can either be a pure Tensor, a numpy array, or a PIL image"):
             F.to_image(object())
diff --git a/torchvision/transforms/v2/functional/_type_conversion.py b/torchvision/transforms/v2/functional/_type_conversion.py
index 9ac357315b2..c5a731fe143 100644
--- a/torchvision/transforms/v2/functional/_type_conversion.py
+++ b/torchvision/transforms/v2/functional/_type_conversion.py
@@ -11,7 +11,7 @@
 def to_image(inpt: Union[torch.Tensor, PIL.Image.Image, np.ndarray]) -> tv_tensors.Image:
     """See :class:`~torchvision.transforms.v2.ToImage` for details."""
     if isinstance(inpt, np.ndarray):
-        output = torch.from_numpy(inpt).permute((2, 0, 1)).contiguous()
+        output = torch.from_numpy(np.atleast_3d(inpt)).permute((2, 0, 1)).contiguous()
     elif isinstance(inpt, PIL.Image.Image):
         output = pil_to_tensor(inpt)
     elif isinstance(inpt, torch.Tensor):