diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index c8d231b7b..50d11cbfe 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -61,7 +61,7 @@ jobs:
     - name: Run PyTest
       run: pytest --cov . --cov-report=xml
 
-- name: Upload coverage reports to Codecov
+    - name: Upload coverage reports to Codecov
       if: matrix.operating-system == 'ubuntu-latest' && matrix.python-version == '3.12'
       uses: codecov/codecov-action@v4.3.0
       with:
diff --git a/albumentations/augmentations/transforms.py b/albumentations/augmentations/transforms.py
index 3bc65ab73..369a74532 100644
--- a/albumentations/augmentations/transforms.py
+++ b/albumentations/augmentations/transforms.py
@@ -138,7 +138,6 @@
 ]
 
 NUM_BITS_ARRAY_LENGTH = 3
-MAX_JPEG_QUALITY = 100
 TWENTY = 20
 
 
@@ -342,53 +341,10 @@ class InitSchema(BaseTransformInitSchema):
             AfterValidator(nondecreasing),
         ]
 
-        quality_lower: int | None = Field(
-            ge=1,
-            le=100,
-        )
-        quality_upper: int | None = Field(
-            ge=1,
-            le=100,
-        )
         compression_type: Literal["jpeg", "webp"]
 
-        @model_validator(mode="after")
-        def validate_ranges(self) -> Self:
-            # Update the quality_range based on the non-None values of quality_lower and quality_upper
-            if self.quality_lower is not None or self.quality_upper is not None:
-                if self.quality_lower is not None:
-                    warn(
-                        "`quality_lower` is deprecated. Use `quality_range` as tuple"
-                        " (quality_lower, quality_upper) instead.",
-                        DeprecationWarning,
-                        stacklevel=2,
-                    )
-                if self.quality_upper is not None:
-                    warn(
-                        "`quality_upper` is deprecated. Use `quality_range` as tuple"
-                        " (quality_lower, quality_upper) instead.",
-                        DeprecationWarning,
-                        stacklevel=2,
-                    )
-                lower = self.quality_lower if self.quality_lower is not None else self.quality_range[0]
-                upper = self.quality_upper if self.quality_upper is not None else self.quality_range[1]
-                self.quality_range = (lower, upper)
-                # Clear the deprecated individual quality settings
-                self.quality_lower = None
-                self.quality_upper = None
-
-            # Validate the quality_range
-            if not (1 <= self.quality_range[0] <= MAX_JPEG_QUALITY and 1 <= self.quality_range[1] <= MAX_JPEG_QUALITY):
-                raise ValueError(
-                    f"Quality range values should be within [1, {MAX_JPEG_QUALITY}] range.",
-                )
-
-            return self
-
     def __init__(
         self,
-        quality_lower: int | None = None,
-        quality_upper: int | None = None,
         compression_type: Literal["jpeg", "webp"] = "jpeg",
         quality_range: tuple[int, int] = (99, 100),
         p: float = 0.5,
@@ -407,12 +363,7 @@ def apply(
         return fmain.image_compression(img, quality, image_type)
 
     def get_params(self) -> dict[str, int | str]:
-        if self.compression_type == "jpeg":
-            image_type = ".jpg"
-        elif self.compression_type == "webp":
-            image_type = ".webp"
-        else:
-            raise ValueError(f"Unknown image compression type: {self.compression_type}")
+        image_type = ".jpg" if self.compression_type == "jpeg" else ".webp"
 
         return {
             "quality": self.py_random.randint(*self.quality_range),
diff --git a/tests/test_transforms.py b/tests/test_transforms.py
index 56f7d5b61..17fcf7581 100644
--- a/tests/test_transforms.py
+++ b/tests/test_transforms.py
@@ -1200,26 +1200,6 @@ def test_random_crop_from_borders(
     assert aug(image=image, mask=image, bboxes=bboxes, keypoints=keypoints)
 
 
-@pytest.mark.parametrize(
-    "params, expected",
-    [
-        # Test default initialization values
-        ({}, {"quality_range": (99, 100), "compression_type": "jpeg"}),
-        # Test custom quality range and compression type
-        (
-            {"quality_range": (10, 90), "compression_type": "webp"},
-            {"quality_range": (10, 90), "compression_type": "webp"},
-        ),
-        # Deprecated quality values handling
-        ({"quality_lower": 75}, {"quality_range": (75, 100)}),
-    ],
-)
-def test_image_compression_initialization(params, expected):
-    img_comp = A.ImageCompression(**params)
-    for key, value in expected.items():
-        assert getattr(img_comp, key) == value, f"Failed on {key} with value {value}"
-
-
 @pytest.mark.parametrize(
     "params",
     [