diff --git a/packages/taro-transformer-wx/__tests__/loop.spec.ts b/packages/taro-transformer-wx/__tests__/loop.spec.ts
index f0560a4cab02..c80191d82c28 100644
--- a/packages/taro-transformer-wx/__tests__/loop.spec.ts
+++ b/packages/taro-transformer-wx/__tests__/loop.spec.ts
@@ -996,14 +996,14 @@ describe('loop', () => {
           ...baseOptions,
           isRoot: true,
           code: buildComponent(`
-            const array = [{ list: [{}] }]
+            const array = [{ list: [] }]
             const b1 = true
             const b2 = true
             const b3 = true
             const b4 = true
             return (
               <View>{array.map(arr => {
-                return <CoverView>
+                return <CoverView key={String(arr)}>
                 {arr.list.map(item => {
                   return b1 ? <ScrollView className={\`test\`} >
                     {b2 ? <Map /> : null}
@@ -1019,6 +1019,9 @@ describe('loop', () => {
           `, `handleClick = () => ({})`)
         })
 
+        console.log(code)
+        console.log(template)
+
         const instance = evalClass(ast)
         removeShadowData(instance.state)
         expect(Object.keys(instance.state).length).toBe(5)
diff --git a/packages/taro-transformer-wx/src/constant.ts b/packages/taro-transformer-wx/src/constant.ts
index 452202c8ff71..edf906e31adf 100644
--- a/packages/taro-transformer-wx/src/constant.ts
+++ b/packages/taro-transformer-wx/src/constant.ts
@@ -88,6 +88,8 @@ export const INTERNAL_INLINE_STYLE = 'internal_inline_style'
 
 export const LOOP_STATE = '$loopState'
 
+export const LOOP_ORIGINAL = '$$original'
+
 export const LOOP_CALLEE = '$anonymousCallee_'
 
 export const SPECIAL_COMPONENT_PROPS = new Map<string, Set<string>>()
diff --git a/packages/taro-transformer-wx/src/render.ts b/packages/taro-transformer-wx/src/render.ts
index 452e570f7169..7f23ec8a817d 100644
--- a/packages/taro-transformer-wx/src/render.ts
+++ b/packages/taro-transformer-wx/src/render.ts
@@ -19,13 +19,13 @@ import {
   findMethodName,
   isVarName
 } from './utils'
-import { difference } from 'lodash'
+import { difference, set as setObject, cloneDeep } from 'lodash'
 import {
   setJSXAttr,
   buildBlockElement,
   parseJSXElement
 } from './jsx'
-import { DEFAULT_Component_SET, MAP_CALL_ITERATOR, LOOP_STATE, LOOP_CALLEE, THIRD_PARTY_COMPONENTS } from './constant'
+import { DEFAULT_Component_SET, MAP_CALL_ITERATOR, LOOP_STATE, LOOP_CALLEE, THIRD_PARTY_COMPONENTS, LOOP_ORIGINAL } from './constant'
 import generate from 'babel-generator'
 const template = require('babel-template')
 
@@ -95,6 +95,7 @@ export class RenderParser {
   private topLevelIfStatement = new Set<NodePath<t.IfStatement>>()
   private usedEvents = new Set<string>()
   private customComponentNames: Set<string>
+  private originalCallee = new Map<t.Expression, t.JSXElement>()
 
   private renderPath: NodePath<t.ClassMethod>
   private methods: ClassMethodsMap
@@ -316,6 +317,8 @@ export class RenderParser {
                     }
                   }
                   setJSXAttr(jsxElementPath.node, 'wx:for', t.jSXExpressionContainer(ary))
+                  this.originalCallee.set(ary, jsxElementPath.node)
+
                   const [func] = callExpr.node.arguments
                   if (
                     t.isFunctionExpression(func) ||
@@ -865,9 +868,11 @@ export class RenderParser {
           }
           stateToBeAssign.forEach(s => this.loopRefIdentifiers.set(s, callee))
           const properties = Array.from(stateToBeAssign).map(state => t.objectProperty(t.identifier(state), t.identifier(state)))
+          const self = this
           component.traverse({
             Identifier (path) {
               const name = path.node.name
+              const parent = path.parent
               if (stateToBeAssign.has(name) && path.isReferencedIdentifier()) {
                 path.replaceWith(
                   t.memberExpression(
@@ -875,16 +880,43 @@ export class RenderParser {
                     path.node
                   )
                 )
+                hasOriginalRef = true
               }
 
               if (
-                path.parentPath.isJSXExpressionContainer() &&
                 path.isReferencedIdentifier() &&
-                name === item.name
+                name === item.name &&
+                !(t.isMemberExpression(parent) && t.isIdentifier(parent.property, { name: LOOP_ORIGINAL })) &&
+                !(t.isMemberExpression(parent) && t.isIdentifier(parent.property) && (parent.property.name.startsWith(LOOP_STATE) || parent.property.name.startsWith(LOOP_CALLEE)))
               ) {
+                const parentCallExpr = path.findParent(c => isArrayMapCallExpression(c))
+                if (isArrayMapCallExpression(parentCallExpr)) {
+                  const { object } = parentCallExpr.node.callee as t.MemberExpression
+                  const isCallee = path.findParent(c => c.node === object)
+                  if (isCallee) {
+                    if (self.originalCallee.has(object)) {
+                      const jsx = self.originalCallee.get(object)!
+                      if (t.isMemberExpression(object)) {
+                        const arr: string[] = ['object']
+                        let obj = object.object as any
+                        while (true) {
+                          if (t.identifier(obj) && !t.isMemberExpression(obj)) {
+                            break
+                          }
+                          obj = obj.object
+                          arr.push('object')
+                        }
+                        const objectCopy = cloneDeep(object)
+                        setObject(objectCopy, arr, t.memberExpression(t.identifier(item.name), t.identifier(LOOP_ORIGINAL)))
+                        setJSXAttr(jsx, 'wx:for', t.jSXExpressionContainer(objectCopy))
+                      }
+                    }
+                    return
+                  }
+                }
                 path.replaceWith(t.memberExpression(
                   t.identifier(item.name),
-                  t.identifier('$$original')
+                  t.identifier(LOOP_ORIGINAL)
                 ))
                 hasOriginalRef = true
               }
@@ -898,13 +930,11 @@ export class RenderParser {
           })
           if (hasOriginalRef) {
             properties.push(t.objectProperty(
-              t.identifier('$$original'),
+              t.identifier(LOOP_ORIGINAL),
               t.identifier(item.name)
             ))
           }
-          const returnStatement = t.returnStatement(t.objectExpression(
-            [t.spreadProperty(t.identifier(item.name)), ...properties]
-          ))
+          const returnStatement = t.returnStatement(properties.length ? t.objectExpression(properties) : item)
           const parentCallee = callee.findParent(c => isArrayMapCallExpression(c))
           if (isArrayMapCallExpression(parentCallee)) {
             const [ func ] = parentCallee.node.arguments
diff --git a/packages/taro-transformer-wx/src/utils.ts b/packages/taro-transformer-wx/src/utils.ts
index 4ea9bec9d267..5788cb41f8c5 100644
--- a/packages/taro-transformer-wx/src/utils.ts
+++ b/packages/taro-transformer-wx/src/utils.ts
@@ -353,12 +353,15 @@ export function hasComplexExpression (path: NodePath<t.Node>) {
   return matched
 }
 
-export function findFirstIdentifierFromMemberExpression (node: t.MemberExpression): t.Identifier {
+export function findFirstIdentifierFromMemberExpression (node: t.MemberExpression, member?): t.Identifier {
   let id
   let object = node.object as any
   while (true) {
     if (t.identifier(object) && !t.isMemberExpression(object)) {
       id = object
+      if (member) {
+        object = member
+      }
       break
     }
     object = object.object