diff --git a/backends/vulkan/runtime/graph/ops/glsl/bitw8_image_to_nchw_nobitw8buffer.glsl b/backends/vulkan/runtime/graph/ops/glsl/bitw8_image_to_nchw_nobitw8buffer.glsl
index 34e80b6ec11..ac39dd36fc3 100644
--- a/backends/vulkan/runtime/graph/ops/glsl/bitw8_image_to_nchw_nobitw8buffer.glsl
+++ b/backends/vulkan/runtime/graph/ops/glsl/bitw8_image_to_nchw_nobitw8buffer.glsl
@@ -20,8 +20,15 @@ layout(std430) buffer;
 
 ${layout_declare_buffer(B, "w", "nchw_out", "int")}
 ${layout_declare_tensor(B, "r", "t_in", DTYPE, STORAGE)}
-${layout_declare_ubo(B, "ivec4", "tensor_sizes")}
-${layout_declare_ubo(B, "int", "out_numel")}
+
+$if USE_PUSH_CONST:
+  layout(push_constant) uniform restrict Block {
+    ivec4 tensor_sizes;
+    int out_numel;
+  };
+$else:
+  ${layout_declare_ubo(B, "ivec4", "tensor_sizes")}
+  ${layout_declare_ubo(B, "int", "out_numel")}
 
 layout(local_size_x_id = 0, local_size_y_id = 1, local_size_z_id = 2) in;
 
diff --git a/backends/vulkan/runtime/graph/ops/glsl/bitw8_image_to_nchw_nobitw8buffer.yaml b/backends/vulkan/runtime/graph/ops/glsl/bitw8_image_to_nchw_nobitw8buffer.yaml
index e1574d7fc0f..0386c261203 100644
--- a/backends/vulkan/runtime/graph/ops/glsl/bitw8_image_to_nchw_nobitw8buffer.yaml
+++ b/backends/vulkan/runtime/graph/ops/glsl/bitw8_image_to_nchw_nobitw8buffer.yaml
@@ -8,6 +8,7 @@ bitw8_image_to_nchw_nobitw8buffer:
   parameter_names_with_default_values:
     STORAGE: texture3d
     DTYPE: int8
+    USE_PUSH_CONST: True
   generate_variant_forall:
     STORAGE:
       - VALUE: texture2d
@@ -17,3 +18,5 @@ bitw8_image_to_nchw_nobitw8buffer:
       - VALUE: uint8
   shader_variants:
     - NAME: bitw8_image_to_nchw_nobitw8buffer
+    - NAME: bitw8_image_to_nchw_nobitw8buffer_no_pc
+      USE_PUSH_CONST: False
diff --git a/backends/vulkan/runtime/graph/ops/glsl/buffer_to_nchw.glsl b/backends/vulkan/runtime/graph/ops/glsl/buffer_to_nchw.glsl
index 201b4d17262..423c4df2679 100644
--- a/backends/vulkan/runtime/graph/ops/glsl/buffer_to_nchw.glsl
+++ b/backends/vulkan/runtime/graph/ops/glsl/buffer_to_nchw.glsl
@@ -12,9 +12,17 @@ layout(std430) buffer;
 
 ${layout_declare_tensor(0, "w", "nchw_buf", DTYPE, STORAGE)}
 ${layout_declare_tensor(1, "r", "t_in", DTYPE, STORAGE)}
-${layout_declare_ubo(2, "ivec4", "in_sizes")}
-${layout_declare_ubo(3, "ivec4", "in_strides")}
-${layout_declare_ubo(4, "int", "numel")}
+
+$if USE_PUSH_CONST:
+  layout(push_constant) uniform restrict Block {
+    ivec4 in_sizes;
+    ivec4 in_strides;
+    int numel;
+  };
+$else:
+  ${layout_declare_ubo(2, "ivec4", "in_sizes")}
+  ${layout_declare_ubo(3, "ivec4", "in_strides")}
+  ${layout_declare_ubo(4, "int", "numel")}
 
 layout(local_size_x_id = 0, local_size_y_id = 1, local_size_z_id = 2) in;
 
diff --git a/backends/vulkan/runtime/graph/ops/glsl/buffer_to_nchw.yaml b/backends/vulkan/runtime/graph/ops/glsl/buffer_to_nchw.yaml
index 25b3657c2eb..e48eab63a64 100644
--- a/backends/vulkan/runtime/graph/ops/glsl/buffer_to_nchw.yaml
+++ b/backends/vulkan/runtime/graph/ops/glsl/buffer_to_nchw.yaml
@@ -8,6 +8,7 @@ buffer_to_nchw:
   parameter_names_with_default_values:
     DTYPE: float
     STORAGE: buffer
+    USE_PUSH_CONST: True
   generate_variant_forall:
     DTYPE:
       - VALUE: half
@@ -17,3 +18,5 @@ buffer_to_nchw:
       - VALUE: uint8
   shader_variants:
     - NAME: buffer_to_nchw
+    - NAME: buffer_to_nchw_no_pc
+      USE_PUSH_CONST: False
diff --git a/backends/vulkan/runtime/graph/ops/glsl/conv2d_dw_prepack_weights.glsl b/backends/vulkan/runtime/graph/ops/glsl/conv2d_dw_prepack_weights.glsl
index 49ce76423d5..f5361d40b66 100644
--- a/backends/vulkan/runtime/graph/ops/glsl/conv2d_dw_prepack_weights.glsl
+++ b/backends/vulkan/runtime/graph/ops/glsl/conv2d_dw_prepack_weights.glsl
@@ -26,11 +26,8 @@ layout(set = 0, binding = 1) buffer  PRECISION restrict readonly Buffer {
   BUF_T buffer_in[];
 };
 
-layout(set = 0, binding = 2) uniform PRECISION restrict Sizes {
+layout(push_constant) uniform PRECISION restrict Block {
   ivec4 sizes;
-};
-
-layout(set = 0, binding = 3) uniform PRECISION restrict OriginalSizes {
   ivec4 original_sizes;
 };
 
diff --git a/backends/vulkan/runtime/graph/ops/glsl/conv2d_prepack_weights.glsl b/backends/vulkan/runtime/graph/ops/glsl/conv2d_prepack_weights.glsl
index 4e8bff94947..d2f3f615f74 100644
--- a/backends/vulkan/runtime/graph/ops/glsl/conv2d_prepack_weights.glsl
+++ b/backends/vulkan/runtime/graph/ops/glsl/conv2d_prepack_weights.glsl
@@ -26,11 +26,8 @@ layout(set = 0, binding = 1) buffer  PRECISION restrict readonly Buffer {
   BUF_T buffer_in[];
 };
 
-layout(set = 0, binding = 2) uniform PRECISION restrict Sizes {
+layout(push_constant) uniform PRECISION restrict Block {
   ivec4 sizes;
-};
-
-layout(set = 0, binding = 3) uniform PRECISION restrict OriginalSizes {
   ivec4 original_sizes;
 };
 
diff --git a/backends/vulkan/runtime/graph/ops/glsl/conv_transpose2d_prepack_weights.glsl b/backends/vulkan/runtime/graph/ops/glsl/conv_transpose2d_prepack_weights.glsl
index df8589e737f..0b10683cee4 100644
--- a/backends/vulkan/runtime/graph/ops/glsl/conv_transpose2d_prepack_weights.glsl
+++ b/backends/vulkan/runtime/graph/ops/glsl/conv_transpose2d_prepack_weights.glsl
@@ -26,11 +26,8 @@ layout(set = 0, binding = 1) buffer  PRECISION restrict readonly Buffer {
   BUF_T buffer_in[];
 };
 
-layout(set = 0, binding = 2) uniform PRECISION restrict Sizes {
+layout(push_constant) uniform PRECISION restrict Block {
   ivec4 sizes;
-};
-
-layout(set = 0, binding = 3) uniform PRECISION restrict OriginalSizes {
   ivec4 original_sizes;
 };
 
diff --git a/backends/vulkan/runtime/graph/ops/glsl/image_to_nchw.glsl b/backends/vulkan/runtime/graph/ops/glsl/image_to_nchw.glsl
index afdc35a8861..d7bef9f0163 100644
--- a/backends/vulkan/runtime/graph/ops/glsl/image_to_nchw.glsl
+++ b/backends/vulkan/runtime/graph/ops/glsl/image_to_nchw.glsl
@@ -21,9 +21,17 @@ layout(std430) buffer;
 
 ${layout_declare_buffer(B, "w", "buf_out", DTYPE)}
 ${layout_declare_tensor(B, "r", "t_in", DTYPE, STORAGE)}
-${layout_declare_ubo(B, "ivec4", "sizes")}
-$if not TO_STAGING:
-  ${layout_declare_ubo(B, "ivec4", "buf_strides")}
+
+$if USE_PUSH_CONST:
+  layout(push_constant) uniform restrict Block {
+    ivec4 sizes;
+  $if not TO_STAGING:
+    ivec4 buf_strides;
+  };
+$else:
+  ${layout_declare_ubo(B, "ivec4", "sizes")}
+  $if not TO_STAGING:
+    ${layout_declare_ubo(B, "ivec4", "buf_strides")}
 
 #include "indexing_utils.h"
 
diff --git a/backends/vulkan/runtime/graph/ops/glsl/image_to_nchw.yaml b/backends/vulkan/runtime/graph/ops/glsl/image_to_nchw.yaml
index c1045d93afc..804ce19bdb8 100644
--- a/backends/vulkan/runtime/graph/ops/glsl/image_to_nchw.yaml
+++ b/backends/vulkan/runtime/graph/ops/glsl/image_to_nchw.yaml
@@ -9,6 +9,7 @@ image_to_nchw:
     DTYPE: float
     STORAGE: texture3d
     TO_STAGING: True
+    USE_PUSH_CONST: True
   generate_variant_forall:
     DTYPE:
       - VALUE: half
@@ -22,3 +23,11 @@ image_to_nchw:
       STORAGE: texture2d
     - NAME: clone_image_to_buffer
       TO_STAGING: False
+    - NAME: image_to_nchw_no_pc_texture3d
+      USE_PUSH_CONST: False
+    - NAME: image_to_nchw_no_pc_texture2d
+      STORAGE: texture2d
+      USE_PUSH_CONST: False
+    - NAME: clone_image_to_buffer_no_pc
+      TO_STAGING: False
+      USE_PUSH_CONST: False
diff --git a/backends/vulkan/runtime/graph/ops/impl/Clone.cpp b/backends/vulkan/runtime/graph/ops/impl/Clone.cpp
index da06223cd12..fcbac2df0fc 100644
--- a/backends/vulkan/runtime/graph/ops/impl/Clone.cpp
+++ b/backends/vulkan/runtime/graph/ops/impl/Clone.cpp
@@ -88,9 +88,9 @@ void add_image_to_buffer_node(
       // Input and Outputs
       {{buffer, vkapi::kWrite}, {image, vkapi::kRead}},
       // Parameter Buffers
-      {graph.sizes_ubo(image), graph.strides_ubo(buffer)},
-      // Push Constants
       {},
+      // Push Constants
+      {graph.sizes_pc_of(image), graph.strides_pc_of(buffer)},
       // Specialization Constants
       {graph.hashed_layout_of(image)},
       // Resize Args
diff --git a/backends/vulkan/runtime/graph/ops/impl/Convolution.cpp b/backends/vulkan/runtime/graph/ops/impl/Convolution.cpp
index 32f478fa5bd..ff375fba89c 100644
--- a/backends/vulkan/runtime/graph/ops/impl/Convolution.cpp
+++ b/backends/vulkan/runtime/graph/ops/impl/Convolution.cpp
@@ -211,6 +211,8 @@ ValueRef prepack_weights(
   vkapi::ShaderInfo shader =
       get_conv2d_shader(graph, *t, /*prepack_weights = */ true, method, vref);
 
+  const auto original_sizes_pc =
+      utils::make_ivec4(original_sizes, /*reverse = */ true);
   graph.prepack_nodes().emplace_back(new PrepackNode(
       graph,
       shader,
@@ -218,11 +220,11 @@ ValueRef prepack_weights(
       graph.create_local_wg_size(v),
       vref,
       v,
-      {t->sizes_ubo(),
-       graph.create_params_buffer(
-           utils::make_ivec4(original_sizes, /*reverse = */ true))},
+      {},
       // Specialization constants
-      {SV(t->packed_dim())}));
+      {SV(t->packed_dim())},
+      {graph.sizes_pc_of(v),
+       PushConstantDataInfo(&original_sizes_pc, sizeof(original_sizes_pc))}));
 
   return v;
 }
diff --git a/backends/vulkan/runtime/graph/ops/impl/Staging.cpp b/backends/vulkan/runtime/graph/ops/impl/Staging.cpp
index 4c46596c206..f429ab0fc25 100644
--- a/backends/vulkan/runtime/graph/ops/impl/Staging.cpp
+++ b/backends/vulkan/runtime/graph/ops/impl/Staging.cpp
@@ -113,18 +113,18 @@ void add_tensor_to_staging_node(
   vkapi::ShaderInfo shader = get_tensor_to_nchw_shader(
       *graph.get_tensor(in_tensor), graph.int8_buffers_enabled());
 
-  vkapi::ParamsBindList ubos;
+  std::vector<PushConstantDataInfo> pcs;
   if (graph.is_buffer_storage(in_tensor)) {
-    ubos.append(
-        {graph.sizes_ubo(in_tensor),
-         graph.strides_ubo(in_tensor),
-         graph.numel_ubo(in_tensor)});
+    pcs = {
+        graph.sizes_pc_of(in_tensor),
+        graph.strides_pc_of(in_tensor),
+        graph.numel_pc_of(in_tensor)};
   } else {
-    ubos.append({graph.sizes_ubo(in_tensor)});
+    pcs = {graph.sizes_pc_of(in_tensor)};
   }
 
   if (is_bitw8_shader(shader)) {
-    ubos.append({graph.numel_ubo(in_tensor)});
+    pcs.push_back(graph.numel_pc_of(in_tensor));
   }
 
   graph.execute_nodes().emplace_back(new DynamicDispatchNode(
@@ -135,9 +135,9 @@ void add_tensor_to_staging_node(
       // Input and Outputs
       {{out_staging, vkapi::kWrite}, {in_tensor, vkapi::kRead}},
       // Parameter Buffers
-      ubos,
-      // Push Constants
       {},
+      // Push Constants
+      pcs,
       // Specialization Constants
       {graph.hashed_layout_of(in_tensor)},
       // Resize Args
diff --git a/backends/vulkan/runtime/graph/ops/utils/StagingUtils.cpp b/backends/vulkan/runtime/graph/ops/utils/StagingUtils.cpp
index 6f3660fb0fc..ea3ae0fa1c3 100644
--- a/backends/vulkan/runtime/graph/ops/utils/StagingUtils.cpp
+++ b/backends/vulkan/runtime/graph/ops/utils/StagingUtils.cpp
@@ -59,13 +59,17 @@ vkapi::ShaderInfo get_nchw_to_tensor_shader(
 
 vkapi::ShaderInfo get_tensor_to_nchw_shader(
     const api::vTensor& v_src,
-    bool int8_buffer_enabled) {
+    bool int8_buffer_enabled,
+    bool push_constant_variant) {
   std::string kernel_name;
   kernel_name.reserve(kShaderNameReserve);
 
   if (is_bitw8(v_src.dtype()) && v_src.storage_type() != utils::kBuffer &&
       !int8_buffer_enabled) {
     kernel_name = "bitw8_image_to_nchw_nobitw8buffer";
+    if (!push_constant_variant) {
+      kernel_name += "_no_pc";
+    }
     add_storage_type_suffix(kernel_name, v_src);
     add_dtype_suffix(kernel_name, v_src);
     return VK_KERNEL_FROM_STR(kernel_name);
@@ -73,11 +77,17 @@ vkapi::ShaderInfo get_tensor_to_nchw_shader(
 
   if (v_src.storage_type() == utils::kBuffer) {
     kernel_name = "buffer_to_nchw";
+    if (!push_constant_variant) {
+      kernel_name += "_no_pc";
+    }
     add_dtype_suffix(kernel_name, v_src);
     return VK_KERNEL_FROM_STR(kernel_name);
   }
 
   kernel_name = "image_to_nchw";
+  if (!push_constant_variant) {
+    kernel_name += "_no_pc";
+  }
   add_storage_type_suffix(kernel_name, v_src);
   add_dtype_suffix(kernel_name, v_src);
 
diff --git a/backends/vulkan/runtime/graph/ops/utils/StagingUtils.h b/backends/vulkan/runtime/graph/ops/utils/StagingUtils.h
index 6abbac45823..9e6b61d6cd8 100644
--- a/backends/vulkan/runtime/graph/ops/utils/StagingUtils.h
+++ b/backends/vulkan/runtime/graph/ops/utils/StagingUtils.h
@@ -18,6 +18,7 @@ vkapi::ShaderInfo get_nchw_to_tensor_shader(
     bool push_constant_variant = true);
 vkapi::ShaderInfo get_tensor_to_nchw_shader(
     const api::vTensor& v_src,
-    bool int8_buffer_enabled = true);
+    bool int8_buffer_enabled = true,
+    bool push_constant_variant = true);
 
 } // namespace vkcompute
diff --git a/backends/vulkan/test/utils/test_utils.cpp b/backends/vulkan/test/utils/test_utils.cpp
index 99ee1c0fa0b..e842500e6be 100644
--- a/backends/vulkan/test/utils/test_utils.cpp
+++ b/backends/vulkan/test/utils/test_utils.cpp
@@ -51,7 +51,7 @@ void record_buffer_to_nchw_op(
     vkapi::VulkanBuffer& dst_buffer) {
   vkapi::PipelineBarrier pipeline_barrier{};
   context->submit_compute_job(
-      get_tensor_to_nchw_shader(v_src),
+      get_tensor_to_nchw_shader(v_src, true, false),
       pipeline_barrier,
       {uint32_t(v_src.numel()), 1, 1},
       {64, 1, 1},
@@ -99,7 +99,7 @@ void record_image_to_nchw_op(
   vkapi::SpecVarList specialization_constants = {v_src.hashed_layout()};
 
   context->submit_compute_job(
-      get_tensor_to_nchw_shader(v_src),
+      get_tensor_to_nchw_shader(v_src, true, false),
       pipeline_barrier,
       v_src.logical_limits(),
       adaptive_work_group_size(v_src.logical_limits()),
@@ -119,7 +119,7 @@ void record_bitw8_image_to_nchw_nobitw8buffer_op(
   uint32_t buffer_len = utils::safe_downcast<uint32_t>(dst_buffer.numel() / 4);
   utils::uvec3 global_wg_size = {buffer_len, 1, 1};
 
-  std::string kernel_name = "bitw8_image_to_nchw_nobitw8buffer";
+  std::string kernel_name = "bitw8_image_to_nchw_nobitw8buffer_no_pc";
   add_storage_type_suffix(kernel_name, v_src);
   add_dtype_suffix(kernel_name, v_src);
 
diff --git a/backends/vulkan/test/vulkan_compute_api_test.cpp b/backends/vulkan/test/vulkan_compute_api_test.cpp
index 9887f3c7ffb..60b5ccb1a80 100644
--- a/backends/vulkan/test/vulkan_compute_api_test.cpp
+++ b/backends/vulkan/test/vulkan_compute_api_test.cpp
@@ -1640,8 +1640,7 @@ TEST(VulkanComputeGraphTest, test_simple_shared_objects_with_resize) {
   out.staging = graph.set_output_tensor(out.value);
 
   // +1: staging buffer input tensor
-  // +1: staging buffer for the output tensor
-  expected_vma_allocation_count += 2;
+  expected_vma_allocation_count += 1;
   EXPECT_EQ(get_vma_allocation_count(), expected_vma_allocation_count);
 
   graph.prepare();