diff --git a/libnd4j/include/ops/declarable/helpers/cpu/image_resize.cpp b/libnd4j/include/ops/declarable/helpers/cpu/image_resize.cpp
index 70925e32acce..fe0aafe9c990 100644
--- a/libnd4j/include/ops/declarable/helpers/cpu/image_resize.cpp
+++ b/libnd4j/include/ops/declarable/helpers/cpu/image_resize.cpp
@@ -133,6 +133,11 @@ namespace helpers {
             return ND4J_STATUS_OK;
         }
 
+        // Special case for TF compatibility
+        if((center && inHeight < 2) || (center && inWidth < 2)){
+            center = false;
+        }
+
         if ((center && inHeight < 2) || (inHeight < 1) || (outHeight < 1) || (center && outHeight < 2) ||
             (center && inWidth < 2) || (inWidth < 1) || (outWidth < 1) || (center && outWidth < 2)) {
             // wrong input data
diff --git a/nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/imports/TFGraphs/TestPad.java b/nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/imports/TFGraphs/CustomOpTests.java
similarity index 61%
rename from nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/imports/TFGraphs/TestPad.java
rename to nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/imports/TFGraphs/CustomOpTests.java
index 932600f43f23..4e533e81f273 100644
--- a/nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/imports/TFGraphs/TestPad.java
+++ b/nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/imports/TFGraphs/CustomOpTests.java
@@ -10,7 +10,7 @@
 import static org.junit.Assert.assertArrayEquals;
 import static org.junit.Assert.assertEquals;
 
-public class TestPad {
+public class CustomOpTests {
 
     @Test
     public void testPad(){
@@ -31,4 +31,22 @@ public void testPad(){
 
         Nd4j.getExecutioner().exec(op); //Crash here
     }
+
+    @Test
+    public void testResizeBilinearEdgeCase(){
+        INDArray in = Nd4j.ones(DataType.FLOAT, 1, 1, 1, 3);
+        INDArray size = Nd4j.createFromArray(8, 8);
+        INDArray out = Nd4j.create(DataType.FLOAT, 1, 8, 8, 3);
+
+        DynamicCustomOp op = DynamicCustomOp.builder("resize_bilinear")
+                .addInputs(in, size)
+                .addOutputs(out)
+                .addIntegerArguments(1) //1 = center. Though TF works with align_corners == false or true
+                .build();
+
+        Nd4j.getExecutioner().exec(op);
+
+        INDArray exp = Nd4j.ones(DataType.FLOAT, 1, 8, 8, 3);
+        assertEquals(exp, out);
+    }
 }