diff --git a/test/test_transforms_v2_refactored.py b/test/test_transforms_v2_refactored.py
index fa04d5deb0c..9028b304c1b 100644
--- a/test/test_transforms_v2_refactored.py
+++ b/test/test_transforms_v2_refactored.py
@@ -173,15 +173,7 @@ def _check_dispatcher_scripted_smoke(dispatcher, input, *args, **kwargs):
         dispatcher_scripted(input.as_subclass(torch.Tensor), *args, **kwargs)
 
 
-def check_dispatcher(
-    dispatcher,
-    # TODO: remove this parameter
-    kernel,
-    input,
-    *args,
-    check_scripted_smoke=True,
-    **kwargs,
-):
+def check_dispatcher(dispatcher, input, *args, check_scripted_smoke=True, **kwargs):
     unknown_input = object()
     with pytest.raises(TypeError, match=re.escape(str(type(unknown_input)))):
         dispatcher(unknown_input, *args, **kwargs)
@@ -516,20 +508,12 @@ def test_kernel_video(self):
 
     @pytest.mark.parametrize("size", OUTPUT_SIZES)
     @pytest.mark.parametrize(
-        ("kernel", "make_input"),
-        [
-            (F.resize_image_tensor, make_image_tensor),
-            (F.resize_image_pil, make_image_pil),
-            (F.resize_image_tensor, make_image),
-            (F.resize_bounding_boxes, make_bounding_box),
-            (F.resize_mask, make_segmentation_mask),
-            (F.resize_video, make_video),
-        ],
+        "make_input",
+        [make_image_tensor, make_image_pil, make_image, make_bounding_box, make_segmentation_mask, make_video],
     )
-    def test_dispatcher(self, size, kernel, make_input):
+    def test_dispatcher(self, size, make_input):
         check_dispatcher(
             F.resize,
-            kernel,
             make_input(self.INPUT_SIZE),
             size=size,
             antialias=True,
@@ -805,18 +789,11 @@ def test_kernel_video(self):
         check_kernel(F.horizontal_flip_video, make_video())
 
     @pytest.mark.parametrize(
-        ("kernel", "make_input"),
-        [
-            (F.horizontal_flip_image_tensor, make_image_tensor),
-            (F.horizontal_flip_image_pil, make_image_pil),
-            (F.horizontal_flip_image_tensor, make_image),
-            (F.horizontal_flip_bounding_boxes, make_bounding_box),
-            (F.horizontal_flip_mask, make_segmentation_mask),
-            (F.horizontal_flip_video, make_video),
-        ],
+        "make_input",
+        [make_image_tensor, make_image_pil, make_image, make_bounding_box, make_segmentation_mask, make_video],
     )
-    def test_dispatcher(self, kernel, make_input):
-        check_dispatcher(F.horizontal_flip, kernel, make_input())
+    def test_dispatcher(self, make_input):
+        check_dispatcher(F.horizontal_flip, make_input())
 
     @pytest.mark.parametrize(
         ("kernel", "input_type"),
@@ -988,18 +965,11 @@ def test_kernel_video(self):
         self._check_kernel(F.affine_video, make_video())
 
     @pytest.mark.parametrize(
-        ("kernel", "make_input"),
-        [
-            (F.affine_image_tensor, make_image_tensor),
-            (F.affine_image_pil, make_image_pil),
-            (F.affine_image_tensor, make_image),
-            (F.affine_bounding_boxes, make_bounding_box),
-            (F.affine_mask, make_segmentation_mask),
-            (F.affine_video, make_video),
-        ],
+        "make_input",
+        [make_image_tensor, make_image_pil, make_image, make_bounding_box, make_segmentation_mask, make_video],
     )
-    def test_dispatcher(self, kernel, make_input):
-        check_dispatcher(F.affine, kernel, make_input(), **self._MINIMAL_AFFINE_KWARGS)
+    def test_dispatcher(self, make_input):
+        check_dispatcher(F.affine, make_input(), **self._MINIMAL_AFFINE_KWARGS)
 
     @pytest.mark.parametrize(
         ("kernel", "input_type"),
@@ -1284,18 +1254,11 @@ def test_kernel_video(self):
         check_kernel(F.vertical_flip_video, make_video())
 
     @pytest.mark.parametrize(
-        ("kernel", "make_input"),
-        [
-            (F.vertical_flip_image_tensor, make_image_tensor),
-            (F.vertical_flip_image_pil, make_image_pil),
-            (F.vertical_flip_image_tensor, make_image),
-            (F.vertical_flip_bounding_boxes, make_bounding_box),
-            (F.vertical_flip_mask, make_segmentation_mask),
-            (F.vertical_flip_video, make_video),
-        ],
+        "make_input",
+        [make_image_tensor, make_image_pil, make_image, make_bounding_box, make_segmentation_mask, make_video],
     )
-    def test_dispatcher(self, kernel, make_input):
-        check_dispatcher(F.vertical_flip, kernel, make_input())
+    def test_dispatcher(self, make_input):
+        check_dispatcher(F.vertical_flip, make_input())
 
     @pytest.mark.parametrize(
         ("kernel", "input_type"),
@@ -1441,18 +1404,11 @@ def test_kernel_video(self):
         check_kernel(F.rotate_video, make_video(), **self._MINIMAL_AFFINE_KWARGS)
 
     @pytest.mark.parametrize(
-        ("kernel", "make_input"),
-        [
-            (F.rotate_image_tensor, make_image_tensor),
-            (F.rotate_image_pil, make_image_pil),
-            (F.rotate_image_tensor, make_image),
-            (F.rotate_bounding_boxes, make_bounding_box),
-            (F.rotate_mask, make_segmentation_mask),
-            (F.rotate_video, make_video),
-        ],
+        "make_input",
+        [make_image_tensor, make_image_pil, make_image, make_bounding_box, make_segmentation_mask, make_video],
     )
-    def test_dispatcher(self, kernel, make_input):
-        check_dispatcher(F.rotate, kernel, make_input(), **self._MINIMAL_AFFINE_KWARGS)
+    def test_dispatcher(self, make_input):
+        check_dispatcher(F.rotate, make_input(), **self._MINIMAL_AFFINE_KWARGS)
 
     @pytest.mark.parametrize(
         ("kernel", "input_type"),
@@ -1711,22 +1667,14 @@ def test_kernel(self, kernel, make_input, input_dtype, output_dtype, device, sca
             scale=scale,
         )
 
-    @pytest.mark.parametrize(
-        ("kernel", "make_input"),
-        [
-            (F.to_dtype_image_tensor, make_image_tensor),
-            (F.to_dtype_image_tensor, make_image),
-            (F.to_dtype_video, make_video),
-        ],
-    )
+    @pytest.mark.parametrize("make_input", [make_image_tensor, make_image, make_video])
     @pytest.mark.parametrize("input_dtype", [torch.float32, torch.float64, torch.uint8])
     @pytest.mark.parametrize("output_dtype", [torch.float32, torch.float64, torch.uint8])
     @pytest.mark.parametrize("device", cpu_and_cuda())
     @pytest.mark.parametrize("scale", (True, False))
-    def test_dispatcher(self, kernel, make_input, input_dtype, output_dtype, device, scale):
+    def test_dispatcher(self, make_input, input_dtype, output_dtype, device, scale):
         check_dispatcher(
             F.to_dtype,
-            kernel,
             make_input(dtype=input_dtype, device=device),
             dtype=output_dtype,
             scale=scale,
@@ -1890,17 +1838,9 @@ class TestAdjustBrightness:
     def test_kernel(self, kernel, make_input, dtype, device):
         check_kernel(kernel, make_input(dtype=dtype, device=device), brightness_factor=self._DEFAULT_BRIGHTNESS_FACTOR)
 
-    @pytest.mark.parametrize(
-        ("kernel", "make_input"),
-        [
-            (F.adjust_brightness_image_tensor, make_image_tensor),
-            (F.adjust_brightness_image_pil, make_image_pil),
-            (F.adjust_brightness_image_tensor, make_image),
-            (F.adjust_brightness_video, make_video),
-        ],
-    )
-    def test_dispatcher(self, kernel, make_input):
-        check_dispatcher(F.adjust_brightness, kernel, make_input(), brightness_factor=self._DEFAULT_BRIGHTNESS_FACTOR)
+    @pytest.mark.parametrize("make_input", [make_image_tensor, make_image_pil, make_image, make_video])
+    def test_dispatcher(self, make_input):
+        check_dispatcher(F.adjust_brightness, make_input(), brightness_factor=self._DEFAULT_BRIGHTNESS_FACTOR)
 
     @pytest.mark.parametrize(
         ("kernel", "input_type"),