diff --git a/executor/builder.go b/executor/builder.go
index cfb0dc9a4d..75dda4b180 100644
--- a/executor/builder.go
+++ b/executor/builder.go
@@ -96,6 +96,8 @@ func (b *executorBuilder) build(p plan.Plan) Executor {
 		return b.buildMergeJoin(v)
 	case *plan.PhysicalHashSemiJoin:
 		return b.buildSemiJoin(v)
+	case *plan.PhysicalIndexJoin:
+		return b.buildIndexJoin(v)
 	case *plan.Selection:
 		return b.buildSelection(v)
 	case *plan.PhysicalAggregation:
@@ -890,6 +892,20 @@ func (b *executorBuilder) constructDAGReq(plans []plan.PhysicalPlan) *tipb.DAGRe
 	return dagReq
 }
 
+func (b *executorBuilder) buildIndexJoin(v *plan.PhysicalIndexJoin) Executor {
+	return &IndexLookUpJoin{
+		baseExecutor:    newBaseExecutor(v.Schema(), b.ctx, b.build(v.Children()[0])),
+		innerExec:       b.build(v.Children()[1]).(DataReader),
+		outerJoinKeys:   v.OuterJoinKeys,
+		innerJoinKeys:   v.InnerJoinKeys,
+		outer:           v.Outer,
+		leftConditions:  v.LeftConditions,
+		rightConditions: v.RightConditions,
+		otherConditions: v.OtherConditions,
+		defaultValues:   v.DefaultValues,
+	}
+}
+
 func (b *executorBuilder) buildTableReader(v *plan.PhysicalTableReader) Executor {
 	dagReq := b.constructDAGReq(v.TablePlans)
 	if b.err != nil {
diff --git a/executor/distsql.go b/executor/distsql.go
index a16f42b90f..e6625d3cac 100644
--- a/executor/distsql.go
+++ b/executor/distsql.go
@@ -156,6 +156,21 @@ func tableHandlesToKVRanges(tid int64, handles []int64) []kv.KeyRange {
 	return krs
 }
 
+// indexValuesToKVRanges will convert the index datums to kv ranges.
+func indexValuesToKVRanges(tid, idxID int64, values [][]types.Datum) ([]kv.KeyRange, error) {
+	krs := make([]kv.KeyRange, 0, len(values))
+	for _, vals := range values {
+		// TODO: We don't process the case that equal key has different types.
+		valKey, err := codec.EncodeKey(nil, vals...)
+		if err != nil {
+			return nil, errors.Trace(err)
+		}
+		rangeKey := tablecodec.EncodeIndexSeekKey(tid, idxID, valKey)
+		krs = append(krs, kv.KeyRange{StartKey: rangeKey, EndKey: rangeKey})
+	}
+	return krs, nil
+}
+
 func indexRangesToKVRanges(sc *variable.StatementContext, tid, idxID int64, ranges []*types.IndexRange, fieldTypes []*types.FieldType) ([]kv.KeyRange, error) {
 	krs := make([]kv.KeyRange, 0, len(ranges))
 	for _, ran := range ranges {
diff --git a/executor/join_test.go b/executor/join_test.go
index 10ee72a01d..ff1ebe6e50 100644
--- a/executor/join_test.go
+++ b/executor/join_test.go
@@ -215,19 +215,21 @@ func (s *testSuite) TestJoin(c *C) {
 	result.Sort().Check(testkit.Rows("1 2 1 0"))
 	tk.MustExec("drop table if exists t, t1")
 	tk.MustExec("create table t(a int primary key, b int)")
-	tk.MustExec("create table t1(a int, b int)")
+	tk.MustExec("create table t1(a int, b int, key s(b))")
 	tk.MustExec("insert into t values(1, 1), (2, 2), (3, 3)")
 	tk.MustExec("insert into t1 values(1, 2), (1, 3), (3, 4), (4, 5)")
-	// TODO: Open this after refactoring index join.
-	// The physical plans of the two sql are tested at physical_plan_test.go
-	//tk.MustQuery("select /*+ TIDB_INLJ(t, t1) */ * from t join t1 on t.a=t1.a").Check(testkit.Rows("1 1 1 2", "1 1 1 3", "3 3 3 4"))
-	//tk.MustQuery("select /*+ TIDB_INLJ(t1) */ * from t1 join t on t.a=t1.a and t.a < t1.b").Check(testkit.Rows("1 2 1 1", "1 3 1 1", "3 4 3 3"))
-	//tk.MustQuery("select /*+ TIDB_INLJ(t, t1) */ * from t right outer join t1 on t.a=t1.a").Check(testkit.Rows("1 1 1 2", "1 1 1 3", "3 3 3 4", "<nil> <nil> 4 5"))
-	//tk.MustQuery("select /*+ TIDB_INLJ(t, t1) */ avg(t.b) from t right outer join t1 on t.a=t1.a").Check(testkit.Rows("1.6667"))
 
-	// Test that two conflict hints will return error
-	//_, err = tk.Exec("select /*+ TIDB_INLJ(t) TIDB_SMJ(t) */ * from t join t1 on t.a=t1.a")
-	//c.Assert(err, NotNil)
+	// The physical plans of the two sql are tested at physical_plan_test.go
+	tk.MustQuery("select /*+ TIDB_INLJ(t, t1) */ * from t join t1 on t.a=t1.a").Check(testkit.Rows("1 1 1 2", "1 1 1 3", "3 3 3 4"))
+	tk.MustQuery("select /*+ TIDB_INLJ(t1) */ * from t1 join t on t.a=t1.a and t.a < t1.b").Check(testkit.Rows("1 2 1 1", "1 3 1 1", "3 4 3 3"))
+	// Test single index reader.
+	tk.MustQuery("select /*+ TIDB_INLJ(t, t1) */ t1.b from t1 join t on t.b=t1.b").Check(testkit.Rows("2", "3"))
+	tk.MustQuery("select /*+ TIDB_INLJ(t, t1) */ * from t right outer join t1 on t.a=t1.a").Check(testkit.Rows("1 1 1 2", "1 1 1 3", "3 3 3 4", "<nil> <nil> 4 5"))
+	tk.MustQuery("select /*+ TIDB_INLJ(t, t1) */ avg(t.b) from t right outer join t1 on t.a=t1.a").Check(testkit.Rows("1.6667"))
+
+	// Test that two conflict hints will return error.
+	_, err = tk.Exec("select /*+ TIDB_INLJ(t) TIDB_SMJ(t) */ * from t join t1 on t.a=t1.a")
+	c.Assert(err, NotNil)
 
 }
 
diff --git a/executor/new_distsql.go b/executor/new_distsql.go
index ac50a1a141..d96d19056c 100644
--- a/executor/new_distsql.go
+++ b/executor/new_distsql.go
@@ -32,6 +32,13 @@ var (
 	_ Executor = &IndexLookUpExecutor{}
 )
 
+// DataReader can send requests which ranges are constructed by datums.
+type DataReader interface {
+	Executor
+
+	doRequestForDatums(datums [][]types.Datum, goCtx goctx.Context) error
+}
+
 // TableReaderExecutor sends dag request and reads table data from kv layer.
 type TableReaderExecutor struct {
 	asName    *model.CIStr
@@ -127,6 +134,16 @@ func (e *TableReaderExecutor) doRequestForHandles(handles []int64, goCtx goctx.C
 	return nil
 }
 
+// doRequestForDatums constructs kv ranges by Datums. It is used by index look up executor.
+// Every lens for `datums` will always be one and must be type of int64.
+func (e *TableReaderExecutor) doRequestForDatums(datums [][]types.Datum, goCtx goctx.Context) error {
+	handles := make([]int64, 0, len(datums))
+	for _, datum := range datums {
+		handles = append(handles, datum[0].GetInt64())
+	}
+	return errors.Trace(e.doRequestForHandles(handles, goCtx))
+}
+
 // IndexReaderExecutor sends dag request and reads index data from kv layer.
 type IndexReaderExecutor struct {
 	asName    *model.CIStr
@@ -217,6 +234,20 @@ func (e *IndexReaderExecutor) Open() error {
 	return nil
 }
 
+// doRequestForDatums constructs kv ranges by datums. It is used by index look up executor.
+func (e *IndexReaderExecutor) doRequestForDatums(values [][]types.Datum, goCtx goctx.Context) error {
+	kvRanges, err := indexValuesToKVRanges(e.tableID, e.index.ID, values)
+	if err != nil {
+		return errors.Trace(err)
+	}
+	e.result, err = distsql.SelectDAG(e.ctx.GetClient(), e.ctx.GoCtx(), e.dagPB, kvRanges, e.ctx.GetSessionVars().DistSQLScanConcurrency, e.keepOrder, e.desc)
+	if err != nil {
+		return errors.Trace(err)
+	}
+	e.result.Fetch(goCtx)
+	return nil
+}
+
 // IndexLookUpExecutor implements double read for index scan.
 type IndexLookUpExecutor struct {
 	asName    *model.CIStr
@@ -266,6 +297,20 @@ func (e *IndexLookUpExecutor) Open() error {
 	return nil
 }
 
+// doRequestForDatums constructs kv ranges by datums. It is used by index look up executor.
+func (e *IndexLookUpExecutor) doRequestForDatums(values [][]types.Datum, goCtx goctx.Context) error {
+	kvRanges, err := indexValuesToKVRanges(e.tableID, e.index.ID, values)
+	if err != nil {
+		return errors.Trace(err)
+	}
+	e.result, err = distsql.SelectDAG(e.ctx.GetClient(), e.ctx.GoCtx(), e.dagPB, kvRanges, e.ctx.GetSessionVars().DistSQLScanConcurrency, e.keepOrder, e.desc)
+	if err != nil {
+		return errors.Trace(err)
+	}
+	e.result.Fetch(goCtx)
+	return nil
+}
+
 // executeTask executes the table look up tasks. We will construct a table reader and send request by handles.
 // Then we hold the returning rows and finish this task.
 func (e *IndexLookUpExecutor) executeTask(task *lookupTableTask, goCtx goctx.Context) {
diff --git a/executor/new_join.go b/executor/new_join.go
new file mode 100644
index 0000000000..849dbec0ce
--- /dev/null
+++ b/executor/new_join.go
@@ -0,0 +1,253 @@
+// Copyright 2017 PingCAP, Inc.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package executor
+
+import (
+	"bytes"
+	"sort"
+
+	"github.com/juju/errors"
+	"github.com/pingcap/tidb/expression"
+	"github.com/pingcap/tidb/util/codec"
+	"github.com/pingcap/tidb/util/types"
+)
+
+type orderedRow struct {
+	key []byte
+	row *Row
+}
+
+type orderedRows []orderedRow
+
+// Len returns the number of rows.
+func (e orderedRows) Len() int {
+	return len(e)
+}
+
+// Swap implements sort.Interface Swap interface.
+func (e orderedRows) Swap(i, j int) {
+	e[i], e[j] = e[j], e[i]
+}
+
+// Less implements sort.Interface Less interface.
+func (e orderedRows) Less(i, j int) bool {
+	return bytes.Compare(e[i].key, e[j].key) < 0
+}
+
+// IndexLookUpJoin fetches batches of data from outer executor and constructs ranges for inner executor.
+type IndexLookUpJoin struct {
+	baseExecutor
+
+	innerExec DataReader
+
+	cursor      int
+	resultRows  []*Row
+	outerRows   orderedRows
+	innerRows   orderedRows
+	innerDatums orderedRows // innerDatums are extracted by innerRows and innerJoinKeys
+	exhausted   bool        // exhausted means whether all data has been extracted
+
+	outerJoinKeys   []*expression.Column
+	innerJoinKeys   []*expression.Column
+	leftConditions  expression.CNFExprs
+	rightConditions expression.CNFExprs
+	otherConditions expression.CNFExprs
+	defaultValues   []types.Datum
+	outer           bool
+}
+
+// Open implements the Executor Open interface.
+func (e *IndexLookUpJoin) Open() error {
+	e.cursor = 0
+	e.exhausted = false
+	return errors.Trace(e.children[0].Open())
+}
+
+// Close implements the Executor Close interface.
+func (e *IndexLookUpJoin) Close() error {
+	e.resultRows = nil
+	e.outerRows = nil
+	e.innerDatums = nil
+	return errors.Trace(e.children[0].Close())
+}
+
+// Next implements the Executor Next interface.
+// We will fetch batches of row from outer executor, construct the inner datums and sort them.
+// At the same time we will fetch the inner row by the inner datums and apply merge join.
+func (e *IndexLookUpJoin) Next() (*Row, error) {
+	for e.cursor == len(e.resultRows) {
+		if e.exhausted {
+			return nil, nil
+		}
+		batchSize := e.ctx.GetSessionVars().IndexLookupSize
+		e.outerRows = e.outerRows[:0]
+		e.resultRows = e.resultRows[:0]
+		e.innerDatums = e.innerDatums[:0]
+		for i := 0; i < batchSize; i++ {
+			outerRow, err := e.children[0].Next()
+			if err != nil {
+				return nil, errors.Trace(err)
+			}
+			if outerRow == nil {
+				e.exhausted = true
+				break
+			}
+			match, err := expression.EvalBool(e.leftConditions, outerRow.Data, e.ctx)
+			if err != nil {
+				return nil, errors.Trace(err)
+			}
+			if match {
+				joinDatums := make([]types.Datum, 0, len(e.outerJoinKeys))
+				for _, col := range e.outerJoinKeys {
+					datum, _ := col.Eval(outerRow.Data)
+					joinDatums = append(joinDatums, datum)
+				}
+				joinOuterEncodeKey, err := codec.EncodeValue(nil, joinDatums...)
+				if err != nil {
+					return nil, errors.Trace(err)
+				}
+				e.outerRows = append(e.outerRows, orderedRow{key: joinOuterEncodeKey, row: outerRow})
+				e.innerDatums = append(e.innerDatums, orderedRow{key: joinOuterEncodeKey, row: &Row{Data: joinDatums}})
+			} else if e.outer {
+				e.resultRows = append(e.resultRows, e.fillDefaultValues(outerRow))
+			}
+		}
+		sort.Sort(e.outerRows)
+		err := e.doJoin()
+		if err != nil {
+			return nil, errors.Trace(err)
+		}
+		e.cursor = 0
+	}
+	row := e.resultRows[e.cursor]
+	e.cursor++
+	return row, nil
+}
+
+func (e *IndexLookUpJoin) fillDefaultValues(row *Row) *Row {
+	row.Data = append(row.Data, e.defaultValues...)
+	return row
+}
+
+func getUniqueDatums(rows orderedRows) [][]types.Datum {
+	datums := make([][]types.Datum, 0, rows.Len())
+	sort.Sort(rows)
+	for i := range rows {
+		if i > 0 && bytes.Compare(rows[i-1].key, rows[i].key) == 0 {
+			continue
+		}
+		datums = append(datums, rows[i].row.Data)
+	}
+	return datums
+}
+
+// doJoin will join the outer rows and inner rows and store them to resultRows.
+func (e *IndexLookUpJoin) doJoin() error {
+	err := e.innerExec.doRequestForDatums(getUniqueDatums(e.innerDatums), e.ctx.GoCtx())
+	if err != nil {
+		return errors.Trace(err)
+	}
+	defer e.innerExec.Close()
+	for {
+		innerRow, err := e.innerExec.Next()
+		if err != nil {
+			return errors.Trace(err)
+		}
+		if innerRow == nil {
+			break
+		}
+		match, err := expression.EvalBool(e.rightConditions, innerRow.Data, e.ctx)
+		if err != nil {
+			return errors.Trace(err)
+		}
+		if !match {
+			continue
+		}
+		joinDatums := make([]types.Datum, 0, len(e.innerJoinKeys))
+		for _, col := range e.innerJoinKeys {
+			datum, _ := col.Eval(innerRow.Data)
+			joinDatums = append(joinDatums, datum)
+		}
+		joinKey, err := codec.EncodeValue(nil, joinDatums...)
+		if err != nil {
+			return errors.Trace(err)
+		}
+		e.innerRows = append(e.innerRows, orderedRow{key: joinKey, row: innerRow})
+	}
+	sort.Sort(e.innerRows)
+	return e.doMergeJoin()
+}
+
+// getNextCursor will move cursor to the next datum that is different from the previous one and return it.
+func getNextCursor(cursor int, rows orderedRows) int {
+	for {
+		cursor++
+		if cursor >= len(rows) {
+			break
+		}
+		c := bytes.Compare(rows[cursor].key, rows[cursor-1].key)
+		if c != 0 {
+			break
+		}
+	}
+	return cursor
+}
+
+// doMergeJoin joins the innerRows and outerRows which have been sorted before.
+func (e *IndexLookUpJoin) doMergeJoin() error {
+	var outerCursor, innerCursor int
+	for outerCursor < len(e.outerRows) && innerCursor < len(e.innerRows) {
+		c := bytes.Compare(e.outerRows[outerCursor].key, e.innerRows[innerCursor].key)
+		if c == 0 {
+			outerBeginCursor := outerCursor
+			outerEndCursor := getNextCursor(outerCursor, e.outerRows)
+			innerBeginCursor := innerCursor
+			innerEndCursor := getNextCursor(innerCursor, e.innerRows)
+			for i := outerBeginCursor; i < outerEndCursor; i++ {
+				var outerMatch bool
+				outerRow := e.outerRows[i].row
+				for j := innerBeginCursor; j < innerEndCursor; j++ {
+					innerRow := e.innerRows[j].row
+					joinedRow := makeJoinRow(outerRow, innerRow)
+					match, err := expression.EvalBool(e.otherConditions, joinedRow.Data, e.ctx)
+					if err != nil {
+						return errors.Trace(err)
+					}
+					if match {
+						outerMatch = true
+						e.resultRows = append(e.resultRows, joinedRow)
+					}
+				}
+				if e.outer && !outerMatch {
+					e.resultRows = append(e.resultRows, e.fillDefaultValues(outerRow))
+				}
+			}
+			outerCursor, innerCursor = outerEndCursor, innerEndCursor
+		} else if c < 0 { // outer smaller then inner, move and enlarge outer cursor
+			outerCursor = getNextCursor(outerCursor, e.outerRows)
+			outerRow := e.outerRows[outerCursor].row
+			if e.outer {
+				e.resultRows = append(e.resultRows, e.fillDefaultValues(outerRow))
+			}
+		} else {
+			innerCursor = getNextCursor(innerCursor, e.outerRows)
+		}
+	}
+	for e.outer && outerCursor < len(e.outerRows) {
+		outerRow := e.outerRows[outerCursor].row
+		e.resultRows = append(e.resultRows, e.fillDefaultValues(outerRow))
+		outerCursor++
+	}
+	return nil
+}
diff --git a/plan/dag_plan_test.go b/plan/dag_plan_test.go
index 811a8b7404..018b369f0a 100644
--- a/plan/dag_plan_test.go
+++ b/plan/dag_plan_test.go
@@ -256,7 +256,7 @@ func (s *testPlanSuite) TestDAGPlanBuilderJoin(c *C) {
 		// Test Index Join + Order by.
 		{
 			sql:  "select /*+ TIDB_INLJ(t1, t2) */ t1.a, t2.a from t t1, t t2 where t1.a = t2.a order by t1.c",
-			best: "IndexJoin{IndexReader(Index(t.c_d_e)[[<nil>,+inf]])->TableReader(Table(t))}(t1.a,t2.a)->Projection->Projection",
+			best: "IndexJoin{TableReader(Table(t))->TableReader(Table(t))}(t1.a,t2.a)->Projection->Sort->Projection",
 		},
 		// Test Index Join + Order by.
 		{
diff --git a/plan/new_physical_plan_builder.go b/plan/new_physical_plan_builder.go
index aa57f8c207..78a3b86c02 100644
--- a/plan/new_physical_plan_builder.go
+++ b/plan/new_physical_plan_builder.go
@@ -148,7 +148,6 @@ func joinKeysMatchIndex(keys []*expression.Column, index *model.IndexInfo) []int
 func (p *LogicalJoin) convertToIndexJoin(prop *requiredProp, outerIdx int) (taskProfile, error) {
 	outerChild := p.children[outerIdx].(LogicalPlan)
 	innerChild := p.children[1-outerIdx].(LogicalPlan)
-	canPassProp := len(outerChild.Schema().ColumnsIndices(prop.cols)) > 0
 	var (
 		outerTask     taskProfile
 		useTableScan  bool
@@ -160,11 +159,7 @@ func (p *LogicalJoin) convertToIndexJoin(prop *requiredProp, outerIdx int) (task
 		innerJoinKeys = make([]*expression.Column, 0, len(p.EqualConditions))
 		outerJoinKeys = make([]*expression.Column, 0, len(p.EqualConditions))
 	)
-	if canPassProp {
-		outerTask, err = outerChild.convert2NewPhysicalPlan(prop)
-	} else {
-		outerTask, err = outerChild.convert2NewPhysicalPlan(&requiredProp{taskTp: rootTaskType})
-	}
+	outerTask, err = outerChild.convert2NewPhysicalPlan(&requiredProp{taskTp: rootTaskType})
 	if err != nil {
 		return nil, errors.Trace(err)
 	}
@@ -234,39 +229,45 @@ func (p *LogicalJoin) convertToIndexJoin(prop *requiredProp, outerIdx int) (task
 		LeftConditions:  leftConds,
 		RightConditions: rightConds,
 		OtherConditions: p.OtherConditions,
-		outer:           p.JoinType != InnerJoin,
-		outerJoinKeys:   outerJoinKeys,
-		innerJoinKeys:   innerJoinKeys,
+		Outer:           p.JoinType != InnerJoin,
+		OuterJoinKeys:   outerJoinKeys,
+		InnerJoinKeys:   innerJoinKeys,
+		DefaultValues:   p.DefaultValues,
 	}.init(p.allocator, p.ctx, p.children[outerIdx], p.children[1-outerIdx])
 	task := join.attach2TaskProfile(outerTask, innerTask)
-	if !canPassProp {
-		task = prop.enforceProperty(task, p.ctx, p.allocator)
-	}
+	task = prop.enforceProperty(task, p.ctx, p.allocator)
 	return task, nil
 }
 
 // tryToGetIndexJoin tries to get index join plan. If fails, it returns nil.
 // Currently we only check by hint. If we prefer the left index join but the join type is right outer, it will fail to return.
-func (p *LogicalJoin) tryToGetIndexJoin(prop *requiredProp) (taskProfile, error) {
+func (p *LogicalJoin) tryToGetIndexJoin(prop *requiredProp) (bestTask taskProfile, err error) {
 	if len(p.EqualConditions) == 0 {
 		return nil, nil
 	}
 
 	leftOuter := (p.preferINLJ & preferLeftAsOuter) > 0
 	if leftOuter {
-		if p.JoinType == RightOuterJoin {
-			return nil, nil
+		if p.JoinType != RightOuterJoin {
+			bestTask, err = p.convertToIndexJoin(prop, 0)
+			if err != nil {
+				return nil, errors.Trace(err)
+			}
 		}
-		return p.convertToIndexJoin(prop, 0)
 	}
 	rightOuter := (p.preferINLJ & preferRightAsOuter) > 0
 	if rightOuter {
-		if p.JoinType == LeftOuterJoin {
-			return nil, nil
+		if p.JoinType != LeftOuterJoin {
+			task, err := p.convertToIndexJoin(prop, 1)
+			if err != nil {
+				return nil, errors.Trace(err)
+			}
+			if bestTask == nil || bestTask.cost() > task.cost() {
+				bestTask = task
+			}
 		}
-		return p.convertToIndexJoin(prop, 1)
 	}
-	return nil, nil
+	return
 }
 
 // convert2NewPhysicalPlan implements PhysicalPlan interface.
diff --git a/plan/physical_plans.go b/plan/physical_plans.go
index 95325eaf5b..5970c8af12 100644
--- a/plan/physical_plans.go
+++ b/plan/physical_plans.go
@@ -470,9 +470,9 @@ type PhysicalIndexJoin struct {
 	*basePlan
 	basePhysicalPlan
 
-	outer           bool
-	outerJoinKeys   []*expression.Column
-	innerJoinKeys   []*expression.Column
+	Outer           bool
+	OuterJoinKeys   []*expression.Column
+	InnerJoinKeys   []*expression.Column
 	LeftConditions  expression.CNFExprs
 	RightConditions expression.CNFExprs
 	OtherConditions expression.CNFExprs
diff --git a/plan/resolve_indices.go b/plan/resolve_indices.go
index 3cffc82655..baae379efd 100644
--- a/plan/resolve_indices.go
+++ b/plan/resolve_indices.go
@@ -105,6 +105,26 @@ func (p *PhysicalMergeJoin) ResolveIndices() {
 	}
 }
 
+// ResolveIndices implements Plan interface.
+func (p *PhysicalIndexJoin) ResolveIndices() {
+	p.basePlan.ResolveIndices()
+	lSchema := p.children[0].Schema()
+	rSchema := p.children[1].Schema()
+	for i := range p.InnerJoinKeys {
+		p.OuterJoinKeys[i].ResolveIndices(lSchema)
+		p.InnerJoinKeys[i].ResolveIndices(rSchema)
+	}
+	for _, expr := range p.LeftConditions {
+		expr.ResolveIndices(lSchema)
+	}
+	for _, expr := range p.RightConditions {
+		expr.ResolveIndices(rSchema)
+	}
+	for _, expr := range p.OtherConditions {
+		expr.ResolveIndices(expression.MergeSchema(lSchema, rSchema))
+	}
+}
+
 // ResolveIndices implements Plan interface.
 func (p *PhysicalUnionScan) ResolveIndices() {
 	for _, expr := range p.Conditions {
diff --git a/plan/stringer.go b/plan/stringer.go
index 0969a4e3ad..fb97693d82 100644
--- a/plan/stringer.go
+++ b/plan/stringer.go
@@ -172,9 +172,9 @@ func toString(in Plan, strs []string, idxs []int) ([]string, []int) {
 		strs = strs[:idx]
 		idxs = idxs[:last]
 		str = "IndexJoin{" + strings.Join(children, "->") + "}"
-		for i := range x.outerJoinKeys {
-			l := x.outerJoinKeys[i]
-			r := x.innerJoinKeys[i]
+		for i := range x.OuterJoinKeys {
+			l := x.OuterJoinKeys[i]
+			r := x.InnerJoinKeys[i]
 			str += fmt.Sprintf("(%s,%s)", l, r)
 		}
 	default: