diff --git a/mindspore/lite/nnacl/assembly/arm64/ConvDw3x3Int8Corner.S b/mindspore/lite/nnacl/assembly/arm64/ConvDw3x3Int8Corner.S
index 5e8a7f888b6..1c6aea12574 100644
--- a/mindspore/lite/nnacl/assembly/arm64/ConvDw3x3Int8Corner.S
+++ b/mindspore/lite/nnacl/assembly/arm64/ConvDw3x3Int8Corner.S
@@ -24,8 +24,8 @@ ConvDw3x3Int8Corner:
     dup v26.4s, w9        // out_zp
     ldr x9, [sp, #8]
     dup v27.4s, w9         // out_multiplier
-    ldr x9, [sp, #16]
-    dup v28.4s, w9         // left_shift
+    ldr x8, [sp, #16]
+    dup v28.4s, w8         // left_shift
     ldr x9, [sp, #24]
     dup v29.4s, w9         // right_shift
     ldr x9, [sp, #32]
@@ -85,26 +85,24 @@ ConvDw3x3Int8Corner:
         smlal v23.4s, v3.4h, v7.4h
         ld1 {v6.8h}, [x12], x13
         smlal2 v24.4s, v3.8h, v7.8h
-
-        sqshl v23.4s, v23.4s, v28.4s
-        sqshl v24.4s, v24.4s, v28.4s
-        sqrdmulh v23.4s, v23.4s, v27.4s
-        sqrdmulh v24.4s, v24.4s, v27.4s
-
-        and v21.16b, v29.16b, v23.16b
-        sshr v21.4s, v21.4s, #31
-        sqadd v23.4s, v23.4s, v21.4s
-        srshl v23.4s, v23.4s, v29.4s
-
-        and v22.16b, v29.16b, v24.16b
-        sshr v22.4s, v22.4s, #31
-        sqadd v24.4s, v24.4s, v22.4s
-        srshl v24.4s, v24.4s, v29.4s
-
         ld1 {v3.8b}, [x11], x5
         ssubl v3.8h, v3.8b, v25.8b
         ld1 {v7.8h}, [x12], x13
 
+        cbz w8, RightShiftLoop
+        sqshl v23.4s, v23.4s, v28.4s
+        sqshl v24.4s, v24.4s, v28.4s
+        sqrdmulh v23.4s, v23.4s, v27.4s
+        sqrdmulh v24.4s, v24.4s, v27.4s
+        b AddZpLoop
+
+        RightShiftLoop:
+        sqrdmulh v23.4s, v23.4s, v27.4s
+        sqrdmulh v24.4s, v24.4s, v27.4s
+        sqrshl v23.4s, v23.4s, v29.4s
+        sqrshl v24.4s, v24.4s, v29.4s
+
+        AddZpLoop:
         add v23.4s, v23.4s, v26.4s
         add v24.4s, v24.4s, v26.4s
         smax v23.4s, v23.4s, v30.4s
@@ -135,21 +133,20 @@ ConvDw3x3Int8Corner:
         smlal v23.4s, v3.4h, v7.4h
         smlal2 v24.4s, v3.8h, v7.8h
 
+        cbz w8, RightShift
         sqshl v23.4s, v23.4s, v28.4s
         sqshl v24.4s, v24.4s, v28.4s
         sqrdmulh v23.4s, v23.4s, v27.4s
         sqrdmulh v24.4s, v24.4s, v27.4s
+        b AddZp
 
-        and v21.16b, v29.16b, v23.16b
-        sshr v21.4s, v21.4s, #31
-        sqadd v23.4s, v23.4s, v21.4s
-        srshl v23.4s, v23.4s, v29.4s
-
-        and v22.16b, v29.16b, v24.16b
-        sshr v22.4s, v22.4s, #31
-        sqadd v24.4s, v24.4s, v22.4s
-        srshl v24.4s, v24.4s, v29.4s
+        RightShift:
+        sqrdmulh v23.4s, v23.4s, v27.4s
+        sqrdmulh v24.4s, v24.4s, v27.4s
+        sqrshl v23.4s, v23.4s, v29.4s
+        sqrshl v24.4s, v24.4s, v29.4s
 
+        AddZp:
         add v23.4s, v23.4s, v26.4s
         add v24.4s, v24.4s, v26.4s
         smax v23.4s, v23.4s, v30.4s
diff --git a/mindspore/lite/nnacl/assembly/arm64/ConvDw3x3Int8Horizontal.S b/mindspore/lite/nnacl/assembly/arm64/ConvDw3x3Int8Horizontal.S
index e970c6bc361..a798efde262 100644
--- a/mindspore/lite/nnacl/assembly/arm64/ConvDw3x3Int8Horizontal.S
+++ b/mindspore/lite/nnacl/assembly/arm64/ConvDw3x3Int8Horizontal.S
@@ -24,8 +24,8 @@ ConvDw3x3Int8Horizontal:
     dup v26.4s, w9        // out_zp
     ldr x9, [sp, #8]
     dup v27.4s, w9         // out_multiplier
-    ldr x9, [sp, #16]
-    dup v28.4s, w9         // left_shift
+    ldr x8, [sp, #16]
+    dup v28.4s, w8         // left_shift
     ldr x9, [sp, #24]
     dup v29.4s, w9         // right_shift
     ldr x9, [sp, #32]
@@ -109,26 +109,24 @@ ConvDw3x3Int8Horizontal:
         smlal v23.4s, v17.4h, v19.4h
         ld1 {v18.8h}, [x16], x13
         smlal2 v24.4s, v17.8h, v19.8h
-
-        sqshl v23.4s, v23.4s, v28.4s
-        sqshl v24.4s, v24.4s, v28.4s
-        sqrdmulh v23.4s, v23.4s, v27.4s
-        sqrdmulh v24.4s, v24.4s, v27.4s
-
-        and v21.16b, v29.16b, v23.16b
-        sshr v21.4s, v21.4s, #31
-        sqadd v23.4s, v23.4s, v21.4s
-        srshl v23.4s, v23.4s, v29.4s
-
-        and v22.16b, v29.16b, v24.16b
-        sshr v22.4s, v22.4s, #31
-        sqadd v24.4s, v24.4s, v22.4s
-        srshl v24.4s, v24.4s, v29.4s
-
         ld1 {v17.8b}, [x15], x5
         ssubl v17.8h, v17.8b, v25.8b
         ld1 {v19.8h}, [x16], x13
 
+        cbz w8, RightShiftLoop
+        sqshl v23.4s, v23.4s, v28.4s
+        sqshl v24.4s, v24.4s, v28.4s
+        sqrdmulh v23.4s, v23.4s, v27.4s
+        sqrdmulh v24.4s, v24.4s, v27.4s
+        b AddZpLoop
+
+        RightShiftLoop:
+        sqrdmulh v23.4s, v23.4s, v27.4s
+        sqrdmulh v24.4s, v24.4s, v27.4s
+        sqrshl v23.4s, v23.4s, v29.4s
+        sqrshl v24.4s, v24.4s, v29.4s
+
+        AddZpLoop:
         add v23.4s, v23.4s, v26.4s
         add v24.4s, v24.4s, v26.4s
         smax v23.4s, v23.4s, v30.4s
@@ -163,21 +161,20 @@ ConvDw3x3Int8Horizontal:
         smlal v23.4s, v17.4h, v19.4h
         smlal2 v24.4s, v17.8h, v19.8h
 
+        cbz w8, RightShift
         sqshl v23.4s, v23.4s, v28.4s
         sqshl v24.4s, v24.4s, v28.4s
         sqrdmulh v23.4s, v23.4s, v27.4s
         sqrdmulh v24.4s, v24.4s, v27.4s
+        b AddZp
 
-        and v21.16b, v29.16b, v23.16b
-        sshr v21.4s, v21.4s, #31
-        sqadd v23.4s, v23.4s, v21.4s
-        srshl v23.4s, v23.4s, v29.4s
-
-        and v22.16b, v29.16b, v24.16b
-        sshr v22.4s, v22.4s, #31
-        sqadd v24.4s, v24.4s, v22.4s
-        srshl v24.4s, v24.4s, v29.4s
+        RightShift:
+        sqrdmulh v23.4s, v23.4s, v27.4s
+        sqrdmulh v24.4s, v24.4s, v27.4s
+        sqrshl v23.4s, v23.4s, v29.4s
+        sqrshl v24.4s, v24.4s, v29.4s
 
+        AddZp:
         add v23.4s, v23.4s, v26.4s
         add v24.4s, v24.4s, v26.4s
         smax v23.4s, v23.4s, v30.4s
diff --git a/mindspore/lite/nnacl/assembly/arm64/ConvDw3x3Int8Stride2.S b/mindspore/lite/nnacl/assembly/arm64/ConvDw3x3Int8Stride2.S
new file mode 100644
index 00000000000..cbfbbeecf32
--- /dev/null
+++ b/mindspore/lite/nnacl/assembly/arm64/ConvDw3x3Int8Stride2.S
@@ -0,0 +1,395 @@
+#ifdef __aarch64__
+
+.text
+.align 5
+.global ConvDw3x3Int8Stride2
+#ifndef __APPLE__
+.type ConvDw3x3Int8Stride2, %function
+#endif
+
+
+// void ConvDw3x3Int8Stride2(int8_t *output, const int8_t *input, const int16_t *weight, const int32_t *bias, int input_col_size,
+//                           int input_row_size, int channel, int output_h, int output_w, int8_t in_zp, int32_t out_zp,
+//                           int out_multiplier, int left_shift, int right_shift, int32_t acc_min, int32_t acc_max)
+//
+// x0: output
+// x1: input
+// x2: weight
+// x3: bias
+// w4: col_size
+// w5: row_size
+// w6: channel
+// w7: output_h
+// w8: output_w
+// w9: in_zp
+// w10: out_zp
+// w11: out_multiplier
+// w12: left_shift
+// w13: right_shift
+// w14: acc_min
+// w15: acc_max
+
+ConvDw3x3Int8Stride2:
+    sub sp, sp, #160
+    st1 {v8.4s, v9.4s, v10.4s, v11.4s}, [sp], #64
+    st1 {v12.4s, v13.4s, v14.4s, v15.4s}, [sp], #64
+    stp x19, x20, [sp], #16
+    stp x21, x22, [sp], #16
+
+    ldr w8, [sp]
+    ldr w9, [sp, #8]
+    ldr w10, [sp, #16]  // out_zp
+    ldr w11, [sp, #24]
+    ldr w12, [sp, #32]
+    ldr w13, [sp, #40]
+    ldr w14, [sp, #48]  // acc_min
+    ldr w15, [sp, #56]  // acc_max
+
+    add x19, x3, #16
+    add w20, w6, w6   // channel * 2
+    dup v28.8b, w9    // in_zp
+    dup v30.4s, w11   // out_multiplier
+    dup v29.4s, w12   // left_shift
+    dup v31.4s, w13   // right_shift
+
+    // Load weights
+    ld1 {v0.8h}, [x2], x20
+    ld1 {v1.8h}, [x2], x20
+    ld1 {v2.8h}, [x2], x20
+    ld1 {v3.8h}, [x2], x20
+    ld1 {v4.8h}, [x2], x20
+    ld1 {v5.8h}, [x2], x20
+    ld1 {v6.8h}, [x2], x20
+    ld1 {v7.8h}, [x2], x20
+    ld1 {v8.8h}, [x2], x20
+
+    mov x16, x1
+    add x17, x16, x5
+    add x18, x17, x5
+    ld1 {v9.8b}, [x16], x4
+    ld1 {v10.8b}, [x16], x4
+    ssubl v9.8h, v9.8b, v28.8b
+    ld1 {v11.8b}, [x16], x4
+    ssubl v10.8h, v10.8b, v28.8b
+    ld1 {v14.8b}, [x17], x4
+    ssubl v11.8h, v11.8b, v28.8b
+    ld1 {v15.8b}, [x17], x4
+    ssubl v14.8h, v14.8b, v28.8b
+    ld1 {v16.8b}, [x17], x4
+    ssubl v15.8h, v15.8b, v28.8b
+    ld1 {v19.8b}, [x18], x4
+    ssubl v16.8h, v16.8b, v28.8b
+    ld1 {v20.8b}, [x18], x4
+    ssubl v19.8h, v19.8b, v28.8b
+    ld1 {v21.8b}, [x18], x4
+    ssubl v20.8h, v20.8b, v28.8b
+    ssubl v21.8h, v21.8b, v28.8b
+
+    ld1 {v24.4s}, [x3]
+    ld1 {v25.4s}, [x19]
+    ld1 {v26.4s}, [x3]
+    ld1 {v27.4s}, [x19]
+
+    cmp w8, #2
+    beq WIDTH2_LEFT
+    cmp w8, #1
+    beq WIDTH1_LEFT
+
+HEIGHT1_LOOP:
+    smlal v24.4s, v0.4h, v9.4h
+    ld1 {v12.8b}, [x16], x4
+    smlal2 v25.4s, v0.8h, v9.8h
+    ld1 {v17.8b}, [x17], x4
+    ssubl v12.8h, v12.8b, v28.8b
+    smlal v26.4s, v0.4h, v11.4h
+    ld1 {v22.8b}, [x18], x4
+    ssubl v17.8h, v17.8b, v28.8b
+    smlal2 v27.4s, v0.8h, v11.8h
+    ld1 {v13.8b}, [x16], x4
+    ssubl v22.8h, v22.8b, v28.8b
+    smlal v24.4s, v1.4h, v10.4h
+    ld1 {v18.8b}, [x17], x4
+    ssubl v13.8h, v13.8b, v28.8b
+    smlal2 v25.4s, v1.8h, v10.8h
+    ld1 {v23.8b}, [x18], x4
+    ssubl v18.8h, v18.8b, v28.8b
+    smlal v26.4s, v1.4h, v12.4h
+    mov v9.8h, v13.8h
+    ssubl v23.8h, v23.8b, v28.8b
+    smlal2 v27.4s, v1.8h, v12.8h
+    ld1 {v10.8b}, [x16], x4
+    smlal v24.4s, v2.4h, v11.4h
+    smlal2 v25.4s, v2.8h, v11.8h
+    ld1 {v11.8b}, [x16], x4
+    ssubl v10.8h, v10.8b, v28.8b
+    smlal v26.4s, v2.4h, v13.4h
+    ssubl v11.8h, v11.8b, v28.8b
+    smlal2 v27.4s, v2.8h, v13.8h
+
+    smlal v24.4s, v3.4h, v14.4h
+    smlal2 v25.4s, v3.8h, v14.8h
+    mov v14.8h, v18.8h
+    smlal v26.4s, v3.4h, v16.4h
+    smlal2 v27.4s, v3.8h, v16.8h
+    smlal v24.4s, v4.4h, v15.4h
+    smlal2 v25.4s, v4.8h, v15.8h
+    ld1 {v15.8b}, [x17], x4
+    smlal v26.4s, v4.4h, v17.4h
+    smlal2 v27.4s, v4.8h, v17.8h
+    smlal v24.4s, v5.4h, v16.4h
+    smlal2 v25.4s, v5.8h, v16.8h
+    ld1 {v16.8b}, [x17], x4
+    ssubl v15.8h, v15.8b, v28.8b
+    smlal v26.4s, v5.4h, v18.4h
+    ssubl v16.8h, v16.8b, v28.8b
+    smlal2 v27.4s, v5.8h, v18.8h
+
+    smlal v24.4s, v6.4h, v19.4h
+    smlal2 v25.4s, v6.8h, v19.8h
+    mov v19.8h, v23.8h
+    smlal v26.4s, v6.4h, v21.4h
+    smlal2 v27.4s, v6.8h, v21.8h
+    smlal v24.4s, v7.4h, v20.4h
+    smlal2 v25.4s, v7.8h, v20.8h
+    ld1 {v20.8b}, [x18], x4
+    smlal v26.4s, v7.4h, v22.4h
+    smlal2 v27.4s, v7.8h, v22.8h
+    smlal v24.4s, v8.4h, v21.4h
+    smlal2 v25.4s, v8.8h, v21.8h
+    ld1 {v21.8b}, [x18], x4
+    ssubl v20.8h, v20.8b, v28.8b
+    smlal v26.4s, v8.4h, v23.4h
+    ssubl v21.8h, v21.8b, v28.8b
+    smlal2 v27.4s, v8.8h, v23.8h
+
+    dup v12.4s, w10  // out_zp
+    cbz w12, SKIP_LEFTSHIFT1
+    sqshl v24.4s, v24.4s, v29.4s
+    sqshl v25.4s, v25.4s, v29.4s
+    sqshl v26.4s, v26.4s, v29.4s
+    sqshl v27.4s, v27.4s, v29.4s
+    sqrdmulh v24.4s, v24.4s, v30.4s
+    sqrdmulh v25.4s, v25.4s, v30.4s
+    sqrdmulh v26.4s, v26.4s, v30.4s
+    sqrdmulh v27.4s, v27.4s, v30.4s
+    b OUTZP1
+
+SKIP_LEFTSHIFT1:
+    sqrdmulh v24.4s, v24.4s, v30.4s
+    sqrdmulh v25.4s, v25.4s, v30.4s
+    sqrdmulh v26.4s, v26.4s, v30.4s
+    sqrdmulh v27.4s, v27.4s, v30.4s
+    sqrshl v24.4s, v24.4s, v31.4s
+    sqrshl v25.4s, v25.4s, v31.4s
+    sqrshl v26.4s, v26.4s, v31.4s
+    sqrshl v27.4s, v27.4s, v31.4s
+
+OUTZP1:
+    // Add output zero point
+    dup v17.4s, w14  // acc_min
+    sqadd v24.4s, v24.4s, v12.4s
+    sqadd v25.4s, v25.4s, v12.4s
+    sqadd v26.4s, v26.4s, v12.4s
+    sqadd v27.4s, v27.4s, v12.4s
+
+    // Apply min bound
+    dup v22.4s, w15  // acc_max
+    smax v24.4s, v24.4s, v17.4s
+    smax v25.4s, v25.4s, v17.4s
+    smax v26.4s, v26.4s, v17.4s
+    smax v27.4s, v27.4s, v17.4s
+
+    // Apply max bound
+    smin v24.4s, v24.4s, v22.4s
+    smin v25.4s, v25.4s, v22.4s
+    smin v26.4s, v26.4s, v22.4s
+    smin v27.4s, v27.4s, v22.4s
+
+    sqxtn v24.4h, v24.4s
+    sqxtn2 v24.8h, v25.4s
+    ld1 {v25.4s}, [x19]
+    sqxtn v26.4h, v26.4s
+    sqxtn2 v26.8h, v27.4s
+    ld1 {v27.4s}, [x19]
+    sqxtn v24.8b, v24.8h
+    sqxtn2 v24.16b, v26.8h
+    st1 {v24.8b}, [x0], x6
+    mov v26.d[0], v24.d[1]
+    ld1 {v24.4s}, [x3]
+    st1 {v26.8b}, [x0], x6
+    ld1 {v26.4s}, [x3]
+    sub w8, w8, #2
+    cmp w8, #2
+    bgt HEIGHT1_LOOP
+
+    cmp w8, #2
+    blt WIDTH1_LEFT
+
+WIDTH2_LEFT:
+    smlal v24.4s, v0.4h, v9.4h
+    ld1 {v12.8b}, [x16], x4
+    smlal2 v25.4s, v0.8h, v9.8h
+    ld1 {v17.8b}, [x17], x4
+    ssubl v12.8h, v12.8b, v28.8b
+    smlal v26.4s, v0.4h, v11.4h
+    ld1 {v22.8b}, [x18], x4
+    ssubl v17.8h, v17.8b, v28.8b
+    smlal2 v27.4s, v0.8h, v11.8h
+    ld1 {v13.8b}, [x16], x4
+    ssubl v22.8h, v22.8b, v28.8b
+    smlal v24.4s, v1.4h, v10.4h
+    ld1 {v18.8b}, [x17], x4
+    ssubl v13.8h, v13.8b, v28.8b
+    smlal2 v25.4s, v1.8h, v10.8h
+    ld1 {v23.8b}, [x18], x4
+    ssubl v18.8h, v18.8b, v28.8b
+    smlal v26.4s, v1.4h, v12.4h
+    ssubl v23.8h, v23.8b, v28.8b
+    smlal2 v27.4s, v1.8h, v12.8h
+    smlal v24.4s, v2.4h, v11.4h
+    smlal2 v25.4s, v2.8h, v11.8h
+    smlal v26.4s, v2.4h, v13.4h
+    smlal2 v27.4s, v2.8h, v13.8h
+
+    smlal v24.4s, v3.4h, v14.4h
+    smlal2 v25.4s, v3.8h, v14.8h
+    smlal v26.4s, v3.4h, v16.4h
+    smlal2 v27.4s, v3.8h, v16.8h
+    smlal v24.4s, v4.4h, v15.4h
+    smlal2 v25.4s, v4.8h, v15.8h
+    smlal v26.4s, v4.4h, v17.4h
+    smlal2 v27.4s, v4.8h, v17.8h
+    smlal v24.4s, v5.4h, v16.4h
+    smlal2 v25.4s, v5.8h, v16.8h
+    smlal v26.4s, v5.4h, v18.4h
+    smlal2 v27.4s, v5.8h, v18.8h
+
+    smlal v24.4s, v6.4h, v19.4h
+    smlal2 v25.4s, v6.8h, v19.8h
+    smlal v26.4s, v6.4h, v21.4h
+    smlal2 v27.4s, v6.8h, v21.8h
+    smlal v24.4s, v7.4h, v20.4h
+    smlal2 v25.4s, v7.8h, v20.8h
+    smlal v26.4s, v7.4h, v22.4h
+    smlal2 v27.4s, v7.8h, v22.8h
+    smlal v24.4s, v8.4h, v21.4h
+    smlal2 v25.4s, v8.8h, v21.8h
+    smlal v26.4s, v8.4h, v23.4h
+    smlal2 v27.4s, v8.8h, v23.8h
+
+    dup v12.4s, w10
+    cbz w12, SKIP_LEFTSHIFT2
+    sqshl v24.4s, v24.4s, v29.4s
+    sqshl v25.4s, v25.4s, v29.4s
+    sqshl v26.4s, v26.4s, v29.4s
+    sqshl v27.4s, v27.4s, v29.4s
+    sqrdmulh v24.4s, v24.4s, v30.4s
+    sqrdmulh v25.4s, v25.4s, v30.4s
+    sqrdmulh v26.4s, v26.4s, v30.4s
+    sqrdmulh v27.4s, v27.4s, v30.4s
+    b OUTZP2
+
+SKIP_LEFTSHIFT2:
+    sqrdmulh v24.4s, v24.4s, v30.4s
+    sqrdmulh v25.4s, v25.4s, v30.4s
+    sqrdmulh v26.4s, v26.4s, v30.4s
+    sqrdmulh v27.4s, v27.4s, v30.4s
+    sqrshl v24.4s, v24.4s, v31.4s
+    sqrshl v25.4s, v25.4s, v31.4s
+    sqrshl v26.4s, v26.4s, v31.4s
+    sqrshl v27.4s, v27.4s, v31.4s
+
+OUTZP2:
+    // Add output zero point
+    dup v17.4s, w14
+    sqadd v24.4s, v24.4s, v12.4s
+    sqadd v25.4s, v25.4s, v12.4s
+    sqadd v26.4s, v26.4s, v12.4s
+    sqadd v27.4s, v27.4s, v12.4s
+
+    // Apply min bound
+    dup v22.4s, w15
+    smax v24.4s, v24.4s, v17.4s
+    smax v25.4s, v25.4s, v17.4s
+    smax v26.4s, v26.4s, v17.4s
+    smax v27.4s, v27.4s, v17.4s
+
+    // Apply max bound
+    smin v24.4s, v24.4s, v22.4s
+    smin v25.4s, v25.4s, v22.4s
+    smin v26.4s, v26.4s, v22.4s
+    smin v27.4s, v27.4s, v22.4s
+
+    sqxtn v24.4h, v24.4s
+    sqxtn2 v24.8h, v25.4s
+    sqxtn v26.4h, v26.4s
+    sqxtn2 v26.8h, v27.4s
+    sqxtn v24.8b, v24.8h
+    sqxtn2 v24.16b, v26.8h
+    st1 {v24.8b}, [x0], x6
+    mov v26.d[0], v24.d[1]
+    st1 {v26.8b}, [x0], x6
+    b End
+
+WIDTH1_LEFT:
+    smlal v24.4s, v0.4h, v9.4h
+    smlal2 v25.4s, v0.8h, v9.8h
+    smlal v24.4s, v1.4h, v10.4h
+    smlal2 v25.4s, v1.8h, v10.8h
+    smlal v24.4s, v2.4h, v11.4h
+    smlal2 v25.4s, v2.8h, v11.8h
+    smlal v24.4s, v3.4h, v14.4h
+    smlal2 v25.4s, v3.8h, v14.8h
+    smlal v24.4s, v4.4h, v15.4h
+    smlal2 v25.4s, v4.8h, v15.8h
+    smlal v24.4s, v5.4h, v16.4h
+    smlal2 v25.4s, v5.8h, v16.8h
+    smlal v24.4s, v6.4h, v19.4h
+    smlal2 v25.4s, v6.8h, v19.8h
+    smlal v24.4s, v7.4h, v20.4h
+    smlal2 v25.4s, v7.8h, v20.8h
+    smlal v24.4s, v8.4h, v21.4h
+    smlal2 v25.4s, v8.8h, v21.8h
+
+    dup v12.4s, w10
+    cbz w12, SKIP_LEFTSHIFT3
+    sqshl v24.4s, v24.4s, v29.4s
+    sqshl v25.4s, v25.4s, v29.4s
+    sqrdmulh v24.4s, v24.4s, v30.4s
+    sqrdmulh v25.4s, v25.4s, v30.4s
+    b OUTZP3
+
+SKIP_LEFTSHIFT3:
+    sqrdmulh v24.4s, v24.4s, v30.4s
+    sqrdmulh v25.4s, v25.4s, v30.4s
+    sqrshl v24.4s, v24.4s, v31.4s
+    sqrshl v25.4s, v25.4s, v31.4s
+
+OUTZP3:
+    // Add output zero point
+    dup v17.4s, w14
+    sqadd v24.4s, v24.4s, v12.4s
+    sqadd v25.4s, v25.4s, v12.4s
+
+    // Apply min bound
+    dup v22.4s, w15
+    smax v24.4s, v24.4s, v17.4s
+    smax v25.4s, v25.4s, v17.4s
+
+    // Apply max bound
+    smin v24.4s, v24.4s, v22.4s
+    smin v25.4s, v25.4s, v22.4s
+
+    sqxtn v24.4h, v24.4s
+    sqxtn2 v24.8h, v25.4s
+    sqxtn v24.8b, v24.8h
+    st1 {v24.8b}, [x0], x6
+
+End:
+    sub sp, sp, #160
+    ld1 {v8.4s, v9.4s, v10.4s, v11.4s}, [sp], #64
+    ld1 {v12.4s, v13.4s, v14.4s, v15.4s}, [sp], #64
+    ldp x19, x20, [sp], #16
+    ldp x21, x22, [sp], #16
+    ret
+#endif
diff --git a/mindspore/lite/nnacl/assembly/arm64/ConvDw3x3Int8Vertical.S b/mindspore/lite/nnacl/assembly/arm64/ConvDw3x3Int8Vertical.S
index d1e2dce2bbd..040b12ed503 100644
--- a/mindspore/lite/nnacl/assembly/arm64/ConvDw3x3Int8Vertical.S
+++ b/mindspore/lite/nnacl/assembly/arm64/ConvDw3x3Int8Vertical.S
@@ -24,8 +24,8 @@ ConvDw3x3Int8Vertical:
     dup v26.4s, w9        // out_zp
     ldr x9, [sp, #8]
     dup v27.4s, w9         // out_multiplier
-    ldr x9, [sp, #16]
-    dup v28.4s, w9         // left_shift
+    ldr x8, [sp, #16]
+    dup v28.4s, w8         // left_shift
     ldr x9, [sp, #24]
     dup v29.4s, w9         // right_shift
     ldr x9, [sp, #32]
@@ -105,26 +105,24 @@ ConvDw3x3Int8Vertical:
         smlal v23.4s, v17.4h, v19.4h
         ld1 {v18.8h}, [x10], x13
         smlal2 v24.4s, v17.8h, v19.8h
-
-        sqshl v23.4s, v23.4s, v28.4s
-        sqshl v24.4s, v24.4s, v28.4s
-        sqrdmulh v23.4s, v23.4s, v27.4s
-        sqrdmulh v24.4s, v24.4s, v27.4s
-
-        and v21.16b, v29.16b, v23.16b
-        sshr v21.4s, v21.4s, #31
-        sqadd v23.4s, v23.4s, v21.4s
-        srshl v23.4s, v23.4s, v29.4s
-
-        and v22.16b, v29.16b, v24.16b
-        sshr v22.4s, v22.4s, #31
-        sqadd v24.4s, v24.4s, v22.4s
-        srshl v24.4s, v24.4s, v29.4s
-
         ld1 {v17.8b}, [x11], x5
         ssubl v17.8h, v17.8b, v25.8b
         ld1 {v19.8h}, [x12], x13
 
+        cbz w8, RightShiftLoop
+        sqshl v23.4s, v23.4s, v28.4s
+        sqshl v24.4s, v24.4s, v28.4s
+        sqrdmulh v23.4s, v23.4s, v27.4s
+        sqrdmulh v24.4s, v24.4s, v27.4s
+        b AddZpLoop
+
+        RightShiftLoop:
+        sqrdmulh v23.4s, v23.4s, v27.4s
+        sqrdmulh v24.4s, v24.4s, v27.4s
+        sqrshl v23.4s, v23.4s, v29.4s
+        sqrshl v24.4s, v24.4s, v29.4s
+
+        AddZpLoop:
         add v23.4s, v23.4s, v26.4s
         add v24.4s, v24.4s, v26.4s
         smax v23.4s, v23.4s, v30.4s
@@ -159,21 +157,20 @@ ConvDw3x3Int8Vertical:
         smlal v23.4s, v17.4h, v19.4h
         smlal2 v24.4s, v17.8h, v19.8h
 
+        cbz w8, RightShift
         sqshl v23.4s, v23.4s, v28.4s
         sqshl v24.4s, v24.4s, v28.4s
         sqrdmulh v23.4s, v23.4s, v27.4s
         sqrdmulh v24.4s, v24.4s, v27.4s
+        b AddZp
 
-        and v21.16b, v29.16b, v23.16b
-        sshr v21.4s, v21.4s, #31
-        sqadd v23.4s, v23.4s, v21.4s
-        srshl v23.4s, v23.4s, v29.4s
-
-        and v22.16b, v29.16b, v24.16b
-        sshr v22.4s, v22.4s, #31
-        sqadd v24.4s, v24.4s, v22.4s
-        srshl v24.4s, v24.4s, v29.4s
+        RightShift:
+        sqrdmulh v23.4s, v23.4s, v27.4s
+        sqrdmulh v24.4s, v24.4s, v27.4s
+        sqrshl v23.4s, v23.4s, v29.4s
+        sqrshl v24.4s, v24.4s, v29.4s
 
+        AddZp:
         add v23.4s, v23.4s, v26.4s
         add v24.4s, v24.4s, v26.4s
         smax v23.4s, v23.4s, v30.4s
diff --git a/mindspore/lite/nnacl/int8/common_func_int8.h b/mindspore/lite/nnacl/int8/common_func_int8.h
index c9a555cf75d..912200619f2 100644
--- a/mindspore/lite/nnacl/int8/common_func_int8.h
+++ b/mindspore/lite/nnacl/int8/common_func_int8.h
@@ -77,6 +77,10 @@ void ConvDw3x3Int8Neon64(int8_t *output, const int8_t *input, const int16_t *wei
                          int input_col_size, int input_row_size, int channel, int output_h, int output_w, int8_t in_zp,
                          int32_t out_zp, int out_multiplier, int left_shift, int right_shift, int32_t acc_min,
                          int32_t acc_max);
+void ConvDw3x3Int8Stride2(int8_t *output, const int8_t *input, const int16_t *weight, const int32_t *bias,
+                          int input_col_size, int input_row_size, int channel, int output_h, int output_w, int8_t in_zp,
+                          int32_t out_zp, int out_multiplier, int left_shift, int right_shift, int32_t acc_min,
+                          int32_t acc_max);
 void ConvDw3x3Int8Corner(int8_t *dst, const int8_t *src, const int16_t *weight, const int32_t *bias, size_t in_kh_step,
                          size_t in_kw_step, size_t channel, size_t in_zp, size_t out_zp, size_t out_multiplier,
                          size_t left_shift, size_t right_shift, size_t acc_min, size_t acc_max);
diff --git a/mindspore/lite/nnacl/int8/conv_depthwise_int8.c b/mindspore/lite/nnacl/int8/conv_depthwise_int8.c
index 4e46ee4d69b..41d838c0ebe 100644
--- a/mindspore/lite/nnacl/int8/conv_depthwise_int8.c
+++ b/mindspore/lite/nnacl/int8/conv_depthwise_int8.c
@@ -139,11 +139,22 @@ void ConvDwInt8(int8_t *output_data, int32_t *row_buffer, const int8_t *input_da
 /*conv depthwise int8 end*/
 
 /*conv depthwise 3x3 int8 begin*/
-bool CheckIfUse3X3(const ConvParameter *conv_param, int channel) {
-  bool use_3x3 = conv_param->kernel_h_ == 3 && conv_param->kernel_w_ == 3 && conv_param->stride_h_ == 1 &&
-                 conv_param->stride_w_ == 1 && (conv_param->pad_u_ == 0 || conv_param->pad_u_ == 1) &&
+bool CheckIfUse3X3(const ConvParameter *conv_param) {
+  bool use_3x3 = conv_param->kernel_h_ == 3 && conv_param->kernel_w_ == 3 &&
+                 (conv_param->stride_h_ == 1 || conv_param->stride_h_ == 2) &&
+                 (conv_param->stride_w_ == 1 || conv_param->stride_w_ == 2) &&
+                 conv_param->stride_h_ == conv_param->stride_w_ &&
+                 (conv_param->pad_u_ == 0 || conv_param->pad_u_ == 1) &&
                  (conv_param->pad_l_ == 0 || conv_param->pad_l_ == 1) && conv_param->pad_u_ == conv_param->pad_l_ &&
-                 conv_param->dilation_h_ == 1 && conv_param->dilation_w_ == 1 && (channel % 8 == 0);
+                 conv_param->dilation_h_ == 1 && conv_param->dilation_w_ == 1 && (conv_param->input_channel_ % 8 == 0);
+  if (!use_3x3) {
+    return false;
+  }
+  const int out_w = conv_param->output_w_ - 1;
+  const int out_h = conv_param->output_h_ - 1;
+  const int in_w = out_w * conv_param->stride_w_ - conv_param->pad_l_ + conv_param->kernel_w_;
+  const int in_h = out_h * conv_param->stride_h_ - conv_param->pad_u_ + conv_param->kernel_h_;
+  use_3x3 = in_w <= (conv_param->input_w_ + conv_param->pad_l_) && in_h <= (conv_param->input_h_ + conv_param->pad_u_);
   return use_3x3;
 }
 
@@ -206,8 +217,14 @@ void ConvDw3x3Int8Block(int8_t *output, const int8_t *buffer, const int16_t *wei
                         int32_t acc_max, int stride) {
   for (; start_c <= end_c - 8; start_c += 8) {
 #ifdef ENABLE_ARM64
-    ConvDw3x3Int8Neon64(output, buffer, weight, bias, col_size, row_size, channel, output_h, output_w, in_zp, out_zp,
-                        out_multiplier, left_shift, right_shift, acc_min, acc_max);
+    if (stride == 1) {
+      ConvDw3x3Int8Neon64(output, buffer, weight, bias, col_size, row_size, channel, output_h, output_w, in_zp, out_zp,
+                          out_multiplier, left_shift, right_shift, acc_min, acc_max);
+    } else {
+      ConvDw3x3Int8Stride2(output, buffer, weight, bias, col_size, row_size, channel, output_h, output_w, in_zp, out_zp,
+                           out_multiplier, left_shift, right_shift, acc_min, acc_max);
+    }
+
 #else
     ConvDw3x3Int8Window(output, buffer, weight, bias, col_size, row_size, channel, output_h, output_w, in_zp, out_zp,
                         out_multiplier, left_shift, right_shift, acc_min, acc_max, stride);
diff --git a/mindspore/lite/nnacl/int8/conv_depthwise_int8.h b/mindspore/lite/nnacl/int8/conv_depthwise_int8.h
index 06592604fc8..ae132861c63 100644
--- a/mindspore/lite/nnacl/int8/conv_depthwise_int8.h
+++ b/mindspore/lite/nnacl/int8/conv_depthwise_int8.h
@@ -24,7 +24,7 @@
 extern "C" {
 #endif
 
-bool CheckIfUse3X3(const ConvParameter *conv_param, int channel);
+bool CheckIfUse3X3(const ConvParameter *conv_param);
 
 void ConvDwInt8(int8_t *output_data, int32_t *output_row, const int8_t *input_data, const int16_t *weight_data,
                 const int32_t *bias_data, const ConvParameter *conv_param, int task_id);
diff --git a/mindspore/lite/src/runtime/kernel/arm/int8/convolution_depthwise_int8.cc b/mindspore/lite/src/runtime/kernel/arm/int8/convolution_depthwise_int8.cc
index 706f286524f..6b7f469c037 100644
--- a/mindspore/lite/src/runtime/kernel/arm/int8/convolution_depthwise_int8.cc
+++ b/mindspore/lite/src/runtime/kernel/arm/int8/convolution_depthwise_int8.cc
@@ -168,22 +168,26 @@ kernel::LiteKernel *CpuConvDwInt8KernelCreator(const std::vector<lite::Tensor *>
                                                const mindspore::lite::PrimitiveC *primitive) {
   MS_ASSERT(opParameter != nullptr);
   MS_ASSERT(desc.type == schema::PrimitiveType_DepthwiseConv2D);
-  kernel::LiteKernel *kernel;
+  kernel::LiteKernel *kernel = nullptr;
   auto act_quant_size =
     MSMAX(inputs[kInputIndex]->GetQuantParams().size(), outputs[kOutputIndex]->GetQuantParams().size());
   if (act_quant_size == 1) {  // per tensor
-    auto conv_parm = reinterpret_cast<ConvParameter *>(opParameter);
-    auto channel = inputs[kWeightIndex]->shape()[0];
+    auto conv_param = reinterpret_cast<ConvParameter *>(opParameter);
+    if (primitive != nullptr && primitive->GetInferFlag()) {
+      conv_param->input_h_ = inputs[kInputIndex]->Height();
+      conv_param->input_w_ = inputs[kInputIndex]->Width();
+      conv_param->input_channel_ = inputs[kInputIndex]->Channel();
+      conv_param->output_h_ = outputs[kOutputIndex]->Height();
+      conv_param->output_w_ = outputs[kOutputIndex]->Width();
+    }
     auto weight_quant_size = inputs[kWeightIndex]->GetQuantParams().size();
-    if (CheckIfUse3X3(conv_parm, channel) && weight_quant_size == 1) {
+    if (CheckIfUse3X3(conv_param) && weight_quant_size == 1) {
 #ifdef ENABLE_ARM64
       kernel =
         new (std::nothrow) kernel::ConvolutionDepthwise3x3Int8CPUKernel(opParameter, inputs, outputs, ctx, primitive);
-#else
-      kernel =
-        new (std::nothrow) kernel::ConvolutionDepthwiseInt8CPUKernel(opParameter, inputs, outputs, ctx, primitive);
 #endif
-    } else {
+    }
+    if (kernel == nullptr) {
       kernel =
         new (std::nothrow) kernel::ConvolutionDepthwiseInt8CPUKernel(opParameter, inputs, outputs, ctx, primitive);
     }
diff --git a/mindspore/lite/test/models_only_for_process.cfg b/mindspore/lite/test/models_only_for_process.cfg
index c7f62a22999..e69de29bb2d 100644
--- a/mindspore/lite/test/models_only_for_process.cfg
+++ b/mindspore/lite/test/models_only_for_process.cfg
@@ -1,2 +0,0 @@
-ssd-10.onnx
-efficientnet-lite4-11.onnx