diff --git a/backends/vulkan/runtime/graph/ops/glsl/conv2d_pw.glsl b/backends/vulkan/runtime/graph/ops/glsl/conv2d_pw.glsl
index 59f9f3880f8..a576a46d5b8 100644
--- a/backends/vulkan/runtime/graph/ops/glsl/conv2d_pw.glsl
+++ b/backends/vulkan/runtime/graph/ops/glsl/conv2d_pw.glsl
@@ -14,6 +14,7 @@
 
 #define TILE_SIZE_X ${TILE_SIZE_X}
 #define TILE_SIZE_Y ${TILE_SIZE_Y}
+#define LOCAL_WG_SIZE 64
 
 #define op(X, A, B) ${OPERATOR}
 
@@ -42,10 +43,10 @@ layout(push_constant) uniform restrict Block {
 
 layout(local_size_x_id = 0, local_size_y_id = 1, local_size_z_id = 2) in;
 
-// shared memory to hold calculated positions, this would reduce register usage thus improving performance.
-// 64 is the number of threads in the local wg
-$num_shared = 64 * TILE_SIZE_X * TILE_SIZE_Y
-shared ivec2 pos_shared[${num_shared}];
+// For performance improvement, reduce register usage by caching positions in shared memory.
+// Offset index by 1 every 16 points to avoid bank access conflict.
+#define offset_pos_index(index) (index + ((index) >> 4))
+shared ivec3 pos_shared[offset_pos_index(LOCAL_WG_SIZE * TILE_SIZE_X * TILE_SIZE_Y)];
 
 /*
  * Computes a 2D pointwise convolution of an NxN output tile. Calculating an
@@ -54,7 +55,7 @@ shared ivec2 pos_shared[${num_shared}];
  */
 void main() {
   const ivec2 out_limits_scaled = (out_limits.xy + ivec2(TILE_SIZE_X - 1, TILE_SIZE_Y - 1)) / ivec2(TILE_SIZE_X, TILE_SIZE_Y);
-  const uint shared_mem_stride = 64;
+  const uint shared_mem_stride = LOCAL_WG_SIZE;
 
   const uint div_by_x = gl_GlobalInvocationID.x / out_limits_scaled.x;
   const ivec3 gpos = ivec3(
@@ -72,7 +73,7 @@ void main() {
   for (int y = 0, i = 0; y < TILE_SIZE_Y; ++y) {
     for (int x = 0; x < TILE_SIZE_X; ++x) {
       pos[i] = ivec2(gpos.x * TILE_SIZE_X + x, gpos.y * TILE_SIZE_Y + y);
-      pos_shared[(shared_mem_stride * i) + gl_LocalInvocationIndex] = pos[i];
+      pos_shared[offset_pos_index((shared_mem_stride * i) + gl_LocalInvocationIndex)] = ivec3(pos[i], gpos.z);
       i++;
     }
   }
@@ -152,9 +153,10 @@ void main() {
   }
 
   for (int i = 0; i < TILE_SIZE_X * TILE_SIZE_Y; ++i) {
-    const ivec2 pos = pos_shared[(shared_mem_stride * i) + gl_LocalInvocationIndex];
-    if (all(lessThan(ivec3(pos, gpos.z), out_limits.xyz))) {
-      imageStore(t_out, ivec3(pos, gpos.z), op(sum[i], out_min, out_max));
+    const uint index = (shared_mem_stride * i) + gl_LocalInvocationIndex;
+    const ivec3 pos = pos_shared[offset_pos_index(index)];
+    if (all(lessThan(pos, out_limits.xyz))) {
+      imageStore(t_out, pos, op(sum[i], out_min, out_max));
     }
   }
 }