diff --git a/pkg/dwarf/line/line_parser.go b/pkg/dwarf/line/line_parser.go
index b69c502ef2..dd6fbb782f 100644
--- a/pkg/dwarf/line/line_parser.go
+++ b/pkg/dwarf/line/line_parser.go
@@ -4,6 +4,7 @@ import (
 	"bytes"
 	"encoding/binary"
 	"path/filepath"
+	"strings"
 
 	"github.com/go-delve/delve/pkg/dwarf/util"
 )
@@ -34,9 +35,12 @@ type DebugLineInfo struct {
 
 	// lastMachineCache[pc] is a state machine stopped at an address after pc
 	lastMachineCache map[uint64]*StateMachine
-	
+
 	// staticBase is the address at which the executable is loaded, 0 for non-PIEs
 	staticBase uint64
+
+	// if normalizeBackslash is true all backslashes (\) will be converted into forward slashes (/)
+	normalizeBackslash bool
 }
 
 type FileEntry struct {
@@ -49,7 +53,7 @@ type FileEntry struct {
 type DebugLines []*DebugLineInfo
 
 // ParseAll parses all debug_line segments found in data
-func ParseAll(data []byte, logfn func(string, ...interface{}), staticBase uint64) DebugLines {
+func ParseAll(data []byte, logfn func(string, ...interface{}), staticBase uint64, normalizeBackslash bool) DebugLines {
 	var (
 		lines = make(DebugLines, 0)
 		buf   = bytes.NewBuffer(data)
@@ -57,7 +61,7 @@ func ParseAll(data []byte, logfn func(string, ...interface{}), staticBase uint64
 
 	// We have to parse multiple file name tables here.
 	for buf.Len() > 0 {
-		lines = append(lines, Parse("", buf, logfn, staticBase))
+		lines = append(lines, Parse("", buf, logfn, staticBase, normalizeBackslash))
 	}
 
 	return lines
@@ -65,7 +69,7 @@ func ParseAll(data []byte, logfn func(string, ...interface{}), staticBase uint64
 
 // Parse parses a single debug_line segment from buf. Compdir is the
 // DW_AT_comp_dir attribute of the associated compile unit.
-func Parse(compdir string, buf *bytes.Buffer, logfn func(string, ...interface{}), staticBase uint64) *DebugLineInfo {
+func Parse(compdir string, buf *bytes.Buffer, logfn func(string, ...interface{}), staticBase uint64, normalizeBackslash bool) *DebugLineInfo {
 	dbl := new(DebugLineInfo)
 	dbl.Logf = logfn
 	dbl.staticBase = staticBase
@@ -76,6 +80,7 @@ func Parse(compdir string, buf *bytes.Buffer, logfn func(string, ...interface{})
 
 	dbl.stateMachineCache = make(map[uint64]*StateMachine)
 	dbl.lastMachineCache = make(map[uint64]*StateMachine)
+	dbl.normalizeBackslash = normalizeBackslash
 
 	parseDebugLinePrologue(dbl, buf)
 	parseIncludeDirs(dbl, buf)
@@ -139,6 +144,10 @@ func readFileEntry(info *DebugLineInfo, buf *bytes.Buffer, exitOnEmptyPath bool)
 		return entry
 	}
 
+	if info.normalizeBackslash {
+		entry.Path = strings.Replace(entry.Path, "\\", "/", -1)
+	}
+
 	entry.DirIdx, _ = util.DecodeULEB128(buf)
 	entry.LastModTime, _ = util.DecodeULEB128(buf)
 	entry.Length, _ = util.DecodeULEB128(buf)
diff --git a/pkg/dwarf/line/line_parser_test.go b/pkg/dwarf/line/line_parser_test.go
index dd3b5f58ed..b5813cd0e4 100644
--- a/pkg/dwarf/line/line_parser_test.go
+++ b/pkg/dwarf/line/line_parser_test.go
@@ -67,7 +67,7 @@ const (
 
 func testDebugLinePrologueParser(p string, t *testing.T) {
 	data := grabDebugLineSection(p, t)
-	debugLines := ParseAll(data, nil, 0)
+	debugLines := ParseAll(data, nil, 0, true)
 
 	mainFileFound := false
 
@@ -164,7 +164,7 @@ func BenchmarkLineParser(b *testing.B) {
 
 	b.ResetTimer()
 	for i := 0; i < b.N; i++ {
-		_ = ParseAll(data, nil, 0)
+		_ = ParseAll(data, nil, 0, true)
 	}
 }
 
@@ -179,7 +179,7 @@ func loadBenchmarkData(tb testing.TB) DebugLines {
 		tb.Fatal("Could not read test data", err)
 	}
 
-	return ParseAll(data, nil, 0)
+	return ParseAll(data, nil, 0, true)
 }
 
 func BenchmarkStateMachine(b *testing.B) {
diff --git a/pkg/dwarf/line/state_machine_test.go b/pkg/dwarf/line/state_machine_test.go
index 6e9e79eb24..3a36d183d3 100644
--- a/pkg/dwarf/line/state_machine_test.go
+++ b/pkg/dwarf/line/state_machine_test.go
@@ -80,7 +80,7 @@ func TestGrafana(t *testing.T) {
 		}
 		cuname, _ := e.Val(dwarf.AttrName).(string)
 
-		lineInfo := Parse(e.Val(dwarf.AttrCompDir).(string), debugLineBuffer, t.Logf, 0)
+		lineInfo := Parse(e.Val(dwarf.AttrCompDir).(string), debugLineBuffer, t.Logf, 0, false)
 		sm := newStateMachine(lineInfo, lineInfo.Instructions)
 
 		lnrdr, err := data.LineReader(e)
diff --git a/pkg/proc/bininfo.go b/pkg/proc/bininfo.go
index 73a5d45211..4745132472 100644
--- a/pkg/proc/bininfo.go
+++ b/pkg/proc/bininfo.go
@@ -1327,7 +1327,7 @@ func (bi *BinaryInfo) loadDebugInfoMaps(image *Image, debugLineBytes []byte, wg
 						logger.Printf(fmt, args)
 					}
 				}
-				cu.lineInfo = line.Parse(compdir, bytes.NewBuffer(debugLineBytes[lineInfoOffset:]), logfn, image.StaticBase)
+				cu.lineInfo = line.Parse(compdir, bytes.NewBuffer(debugLineBytes[lineInfoOffset:]), logfn, image.StaticBase, bi.GOOS == "windows")
 			}
 			cu.producer, _ = entry.Val(dwarf.AttrProducer).(string)
 			if cu.isgo && cu.producer != "" {