diff --git a/Cargo.lock b/Cargo.lock
index 54354a0faf8..bf16bb5e0d5 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -3639,6 +3639,7 @@ dependencies = [
  "ahash",
  "anyhow",
  "indexmap",
+ "path-clean",
  "pathdiff",
  "serde",
  "serde_json",
diff --git a/crates/swc_ecma_transforms_module/Cargo.toml b/crates/swc_ecma_transforms_module/Cargo.toml
index 45766898872..100f1aa4840 100644
--- a/crates/swc_ecma_transforms_module/Cargo.toml
+++ b/crates/swc_ecma_transforms_module/Cargo.toml
@@ -17,6 +17,7 @@ Inflector = "0.11.4"
 ahash = "0.7.4"
 anyhow = "1.0.41"
 indexmap = "1.8.0"
+path-clean = "0.1.0"
 pathdiff = "0.2.0"
 serde = { version = "1.0.118", features = ["derive"] }
 swc_atoms = { version = "0.2", path = "../swc_atoms" }
diff --git a/crates/swc_ecma_transforms_module/src/path.rs b/crates/swc_ecma_transforms_module/src/path.rs
index 5fb6ba496ae..9c0b323efb2 100644
--- a/crates/swc_ecma_transforms_module/src/path.rs
+++ b/crates/swc_ecma_transforms_module/src/path.rs
@@ -1,11 +1,13 @@
 use std::{
     borrow::Cow,
     env::current_dir,
-    path::{Component, PathBuf},
+    io,
+    path::{Component, Path, PathBuf},
     sync::Arc,
 };
 
 use anyhow::{Context, Error};
+use path_clean::PathClean;
 use pathdiff::diff_paths;
 use swc_atoms::JsWord;
 use swc_common::{FileName, Mark, Span, DUMMY_SP};
@@ -183,7 +185,7 @@ where
             }
         };
 
-        let target = match target {
+        let mut target = match target {
             FileName::Real(v) => v,
             FileName::Custom(s) => return Ok(to_specifier(&s, None, orig_ext)),
             _ => {
@@ -193,7 +195,7 @@ where
                 )
             }
         };
-        let base = match base {
+        let mut base = match base {
             FileName::Real(v) => Cow::Borrowed(v),
             FileName::Anon => {
                 if cfg!(target_arch = "wasm32") {
@@ -212,6 +214,11 @@ where
 
         let is_file = target.is_file();
 
+        if base.is_absolute() != target.is_absolute() {
+            base = Cow::Owned(absolute_path(&base)?);
+            target = absolute_path(&target)?;
+        }
+
         let rel_path = diff_paths(
             &target,
             match base.parent() {
@@ -279,3 +286,14 @@ macro_rules! impl_ref {
 impl_ref!(P, &'_ P);
 impl_ref!(P, Box<P>);
 impl_ref!(P, Arc<P>);
+
+fn absolute_path(path: &Path) -> io::Result<PathBuf> {
+    let absolute_path = if path.is_absolute() {
+        path.to_path_buf()
+    } else {
+        std::env::current_dir()?.join(path)
+    }
+    .clean();
+
+    Ok(absolute_path)
+}
diff --git a/crates/swc_ecma_transforms_module/tests/fixture-manual/issue-4730/output/index.js b/crates/swc_ecma_transforms_module/tests/fixture-manual/issue-4730/output/index.js
index 00a8246f403..ec142a77c1d 100644
--- a/crates/swc_ecma_transforms_module/tests/fixture-manual/issue-4730/output/index.js
+++ b/crates/swc_ecma_transforms_module/tests/fixture-manual/issue-4730/output/index.js
@@ -1,6 +1,6 @@
-import { displayB } from "$DIR/tests/fixture-manual/issue-4730/input/packages/b/src/index";
+import { displayB } from "../packages/b/src/index";
 async function display() {
-    const displayA = await import("$DIR/tests/fixture-manual/issue-4730/input/packages/a/src/index").then((c)=>c.displayA);
+    const displayA = await import("../packages/a/src/index").then((c)=>c.displayA);
     console.log(displayA());
     console.log(displayB());
 }
diff --git a/crates/swc_ecma_transforms_module/tests/path_node.rs b/crates/swc_ecma_transforms_module/tests/path_node.rs
index 65693ffe5cb..e6eee26a3d1 100644
--- a/crates/swc_ecma_transforms_module/tests/path_node.rs
+++ b/crates/swc_ecma_transforms_module/tests/path_node.rs
@@ -4,8 +4,7 @@ use std::{
 };
 
 use indexmap::IndexMap;
-use swc_common::{chain, FileName};
-use swc_ecma_ast::*;
+use swc_common::FileName;
 use swc_ecma_loader::resolvers::{node::NodeModulesResolver, tsc::TsConfigResolver};
 use swc_ecma_parser::Syntax;
 use swc_ecma_transforms_module::{
@@ -13,7 +12,6 @@ use swc_ecma_transforms_module::{
     rewriter::import_rewriter,
 };
 use swc_ecma_transforms_testing::test_fixture;
-use swc_ecma_visit::{as_folder, VisitMut, VisitMutWith};
 use testing::run_test2;
 
 type TestProvider = NodeImportResolver<NodeModulesResolver>;
@@ -36,34 +34,6 @@ fn node_modules() {
     .unwrap();
 }
 
-struct Normalizer;
-
-impl VisitMut for Normalizer {
-    fn visit_mut_import_decl(&mut self, i: &mut ImportDecl) {
-        if cfg!(target_os = "windows") {
-            let path = Path::new(&*i.src.value).with_extension("ts");
-            if path.is_file() {
-                let p = path.canonicalize().unwrap().with_extension("");
-                i.src.value = p.display().to_string().into()
-            }
-        }
-    }
-
-    fn visit_mut_call_expr(&mut self, i: &mut CallExpr) {
-        i.visit_mut_children_with(self);
-
-        if let Callee::Import(..) = i.callee {
-            if let Expr::Lit(Lit::Str(s)) = &mut *i.args[0].expr {
-                let path = Path::new(&*s.value).with_extension("ts");
-                if path.is_file() {
-                    let p = path.canonicalize().unwrap().with_extension("");
-                    s.value = p.display().to_string().into()
-                }
-            }
-        }
-    }
-}
-
 #[test]
 fn issue_4730() {
     let dir = Path::new("tests/fixture-manual/issue-4730");
@@ -109,12 +79,9 @@ fn issue_4730() {
 
             let resolver = paths_resolver(&input_dir, rules);
 
-            chain!(
-                import_rewriter(
-                    FileName::Real(input_dir.join("src").join("index.js")),
-                    resolver,
-                ),
-                as_folder(Normalizer)
+            import_rewriter(
+                FileName::Real(input_dir.join("src").join("index.js")),
+                resolver,
             )
         },
         &input_dir.join("src").join("index.js"),