diff --git a/paddle/fluid/operators/slice_op.cc b/paddle/fluid/operators/slice_op.cc
index c6432d00e9de16b5635aa80f6dabb63c2b84f46e..7014bf923c3d6048f06a6129c1d444a10319cee2 100644
--- a/paddle/fluid/operators/slice_op.cc
+++ b/paddle/fluid/operators/slice_op.cc
@@ -101,7 +101,11 @@ class SliceOp : public framework::OperatorWithKernel {
           platform::errors::InvalidArgument(
               "The size of ends must be equal to the size of axes."));
     }
-
+    for (auto &axis : axes) {
+      if (axis < 0) {
+        axis = std::max(0, axis + in_dims.size());
+      }
+    }
     phi::funcs::CheckAndUpdateSliceAttrs<int>(in_dims, axes, &starts, &ends,
                                               nullptr, &infer_flags);
 
diff --git a/paddle/phi/kernels/funcs/strided_slice.h b/paddle/phi/kernels/funcs/strided_slice.h
index 8eebfc7caa79536f5fe8d74f739da9eb948bece8..c39a9694e18e57ca139d12bd49168f611553ac5e 100644
--- a/paddle/phi/kernels/funcs/strided_slice.h
+++ b/paddle/phi/kernels/funcs/strided_slice.h
@@ -74,10 +74,14 @@ static void StridedSliceOutDims(const std::vector<int64_t>& starts,
 
     if (start_index < 0) {
       start_index = start_index + axis_size;
+      start_index = std::max<int64_t>(start_index, 0);
     }
     if (end_index < 0) {
       if (!(end_index == -1 && stride_index < 0)) {  // skip None stop condition
         end_index = end_index + axis_size;
+        if (end_index < 0) {
+          end_index = 0;
+        }
       }
     }