diff --git a/tfjs-core/src/ops/slice_util.ts b/tfjs-core/src/ops/slice_util.ts
index 8d2fb86dfaa..096e2966356 100644
--- a/tfjs-core/src/ops/slice_util.ts
+++ b/tfjs-core/src/ops/slice_util.ts
@@ -65,9 +65,12 @@ export function computeOutShape(
 // Creates full selection at the elided dimensions. If the dimension matches
 // the ellipsis mask, override the current stride value. Otherwise, insert.
 export function stridesWithElidedDims(
-    strides: number[], ellipsisInsertionIndex: number,
-    numElidedAxes: number): number[] {
+    strides: number[], ellipsisInsertionIndex: number, numElidedAxes: number,
+    inputShape: number[]): number[] {
   const newStrides = [...strides];
+  for (let i = newStrides.length; i < inputShape.length; i++) {
+    newStrides.push(1);
+  }
   for (let i = 0; i < numElidedAxes; i++) {
     if (i === 0) {
       newStrides[ellipsisInsertionIndex] = 1;
@@ -81,20 +84,44 @@ export function stridesWithElidedDims(
   return newStrides;
 }
 
+function unnormalizeAxis(
+    ellipsisInsertionIndex: number, numElidedAxes: number,
+    normalizedAxis: number): number {
+  if (normalizedAxis <= ellipsisInsertionIndex) {
+    return normalizedAxis;
+  }
+
+  return normalizedAxis - (numElidedAxes - 1);
+}
+
+function getElidedAxes(numElidedAxes: number, ellipsisInsertionIndex: number) {
+  const elidedAxes = [];
+  for (let i = 0; i < numElidedAxes; i++) {
+    elidedAxes.push(ellipsisInsertionIndex + i);
+  }
+  return elidedAxes;
+}
+
 // Creates full selection at the elided dimensions. If the dimension matches
 // the ellipsis mask, override the current start value. Otherwise, insert.
 export function startIndicesWithElidedDims(
-    startIndices: number[], ellipsisInsertionIndex: number,
-    numElidedAxes: number): number[] {
-  const newIndices = [...startIndices];
-  for (let i = 0; i < numElidedAxes; i++) {
-    if (i === 0) {
-      newIndices[ellipsisInsertionIndex] = 0;
+    beginMask: number, ellipsisInsertionIndex: number, numElidedAxes: number,
+    originalBegin: number[], inputShape: number[]): number[] {
+  const newIndices = [...inputShape];
+  const elidedAxes = getElidedAxes(numElidedAxes, ellipsisInsertionIndex);
+
+  for (let axis = 0; axis < newIndices.length; axis++) {
+    if (elidedAxes.indexOf(axis) > -1) {
+      newIndices[axis] = 0;
     } else {
-      newIndices.splice(
-          ellipsisInsertionIndex, 0 /* num elements to delete */,
-          0 /* element to add */);
-      newIndices.pop();
+      const originalAxis =
+          unnormalizeAxis(ellipsisInsertionIndex, numElidedAxes, axis);
+      let originalValue = originalBegin[originalAxis];
+      if (beginMask & 1 << originalAxis) {
+        originalValue = 0;
+      }
+
+      newIndices[axis] = originalValue;
     }
   }
   return newIndices;
@@ -103,17 +130,22 @@ export function startIndicesWithElidedDims(
 // Creates full selection at the elided dimensions. If the dimension matches
 // the ellipsis mask, override the current stop value. Otherwise, insert.
 export function stopIndicesWithElidedDims(
-    stopIndices: number[], ellipsisInsertionIndex: number,
-    numElidedAxes: number, inputShape: number[]): number[] {
-  const newIndices = [...stopIndices];
-  for (let i = 0; i < numElidedAxes; i++) {
-    if (i === 0) {
-      newIndices[ellipsisInsertionIndex] = Number.MAX_SAFE_INTEGER;
+    endMask: number, ellipsisInsertionIndex: number, numElidedAxes: number,
+    originalEnd: number[], inputShape: number[]): number[] {
+  const newIndices = [...inputShape];
+  const elidedAxes = getElidedAxes(numElidedAxes, ellipsisInsertionIndex);
+
+  for (let axis = 0; axis < newIndices.length; axis++) {
+    if (elidedAxes.indexOf(axis) > -1) {
+      newIndices[axis] = Number.MAX_SAFE_INTEGER;
     } else {
-      newIndices.splice(
-          ellipsisInsertionIndex, 0 /* num elements to delete */,
-          Number.MAX_SAFE_INTEGER /* element to add */);
-      newIndices.pop();
+      const originalAxis =
+          unnormalizeAxis(ellipsisInsertionIndex, numElidedAxes, axis);
+      let originalValue = originalEnd[originalAxis];
+      if (endMask & 1 << originalAxis) {
+        originalValue = Number.MAX_SAFE_INTEGER;
+      }
+      newIndices[axis] = originalValue;
     }
   }
 
diff --git a/tfjs-core/src/ops/strided_slice.ts b/tfjs-core/src/ops/strided_slice.ts
index 69f59ef7835..9ad1b855e60 100644
--- a/tfjs-core/src/ops/strided_slice.ts
+++ b/tfjs-core/src/ops/strided_slice.ts
@@ -93,24 +93,26 @@ function stridedSlice_(
   $x = $x.reshape(newShape);
 
   // Normalize the start, end and strides.
-  for (let axis = 0; axis < $x.rank; axis++) {
-    begin[axis] =
-        startForAxis(beginMask, begin, strides, $x.shape, axis, ellipsisMask);
-    end[axis] =
-        stopForAxis(endMask, end, strides, $x.shape, axis, ellipsisMask);
-    strides[axis] = stridesForAxis(strides, axis, ellipsisMask);
-  }
-
   if (ellipsisAxes.length && numInterpolatedAxes > 0) {
     const fullIndex = ellipsisAxes[0];
 
-    // The ellipsis applies to the masked index as well as any dimensions that
-    // were interpolated as full selection.
+    // The ellipsis applies to the masked index as well as any dimensions
+    // that are interpolated.
     const numElidedAxes = numInterpolatedAxes + 1;
-
-    begin = startIndicesWithElidedDims(begin, fullIndex, numElidedAxes);
-    end = stopIndicesWithElidedDims(end, fullIndex, numElidedAxes, $x.shape);
-    strides = stridesWithElidedDims(strides, fullIndex, numElidedAxes);
+    begin = startIndicesWithElidedDims(
+        beginMask, fullIndex, numElidedAxes, begin, $x.shape);
+    end = stopIndicesWithElidedDims(
+        endMask, fullIndex, numElidedAxes, end, $x.shape);
+    strides =
+        stridesWithElidedDims(strides, fullIndex, numElidedAxes, $x.shape);
+  } else {
+    for (let axis = 0; axis < $x.rank; axis++) {
+      begin[axis] =
+          startForAxis(beginMask, begin, strides, $x.shape, axis, ellipsisMask);
+      end[axis] =
+          stopForAxis(endMask, end, strides, $x.shape, axis, ellipsisMask);
+      strides[axis] = stridesForAxis(strides, axis, ellipsisMask);
+    }
   }
 
   const shrinkAxes = maskToAxes(shrinkAxisMask);
diff --git a/tfjs-core/src/ops/strided_slice_test.ts b/tfjs-core/src/ops/strided_slice_test.ts
index cc077df6efd..49a1dc2754c 100644
--- a/tfjs-core/src/ops/strided_slice_test.ts
+++ b/tfjs-core/src/ops/strided_slice_test.ts
@@ -45,6 +45,14 @@ describeWithFlags('stridedSlice', ALL_ENVS, () => {
     expectArraysClose(await output.data(), [5, 6, 7, 8, 9, 10, 11, 11, 11, 11]);
   });
 
+  it('with ellipsisMask=1, begin / end masks and start / end normalization',
+     async () => {
+       const t = tf.randomNormal([1, 6, 2006, 4]);
+       const output =
+           tf.stridedSlice(t, [0, 0, 0], [0, 2004, 0], [1, 1, 1], 6, 4, 1);
+       expect(output.shape).toEqual([1, 6, 2004, 4]);
+     });
+
   it('with ellipsisMask=1 and start / end normalization', async () => {
     const t = tf.tensor3d([
       [[1, 1, 1], [2, 2, 2]], [[3, 3, 3], [4, 4, 4]], [[5, 5, 5], [6, 6, 6]]