diff --git a/schema/naming.go b/schema/naming.go
index e6fb81b2..6248bde8 100644
--- a/schema/naming.go
+++ b/schema/naming.go
@@ -8,6 +8,8 @@ import (
 	"unicode/utf8"
 
 	"github.com/jinzhu/inflection"
+	"golang.org/x/text/cases"
+	"golang.org/x/text/language"
 )
 
 // Namer namer interface
@@ -121,7 +123,7 @@ var (
 func init() {
 	commonInitialismsForReplacer := make([]string, 0, len(commonInitialisms))
 	for _, initialism := range commonInitialisms {
-		commonInitialismsForReplacer = append(commonInitialismsForReplacer, initialism, strings.Title(strings.ToLower(initialism)))
+		commonInitialismsForReplacer = append(commonInitialismsForReplacer, initialism, cases.Title(language.Und).String(initialism))
 	}
 	commonInitialismsReplacer = strings.NewReplacer(commonInitialismsForReplacer...)
 }
@@ -186,9 +188,9 @@ func (ns NamingStrategy) toDBName(name string) string {
 }
 
 func (ns NamingStrategy) toSchemaName(name string) string {
-	result := strings.ReplaceAll(strings.Title(strings.ReplaceAll(name, "_", " ")), " ", "")
+	result := strings.ReplaceAll(cases.Title(language.Und, cases.NoLower).String(strings.ReplaceAll(name, "_", " ")), " ", "")
 	for _, initialism := range commonInitialisms {
-		result = regexp.MustCompile(strings.Title(strings.ToLower(initialism))+"([A-Z]|$|_)").ReplaceAllString(result, initialism+"$1")
+		result = regexp.MustCompile(cases.Title(language.Und, cases.NoLower).String(strings.ToLower(initialism))+"([A-Z]|$|_)").ReplaceAllString(result, initialism+"$1")
 	}
 	return result
 }
diff --git a/schema/relationship.go b/schema/relationship.go
index c11918a5..bdce5812 100644
--- a/schema/relationship.go
+++ b/schema/relationship.go
@@ -7,6 +7,8 @@ import (
 	"strings"
 
 	"github.com/jinzhu/inflection"
+	"golang.org/x/text/cases"
+	"golang.org/x/text/language"
 	"gorm.io/gorm/clause"
 )
 
@@ -301,9 +303,9 @@ func (schema *Schema) buildMany2ManyRelation(relation *Relationship, field *Fiel
 	}
 
 	for idx, ownField := range ownForeignFields {
-		joinFieldName := strings.Title(schema.Name) + ownField.Name
+		joinFieldName := cases.Title(language.Und, cases.NoLower).String(schema.Name) + ownField.Name
 		if len(joinForeignKeys) > idx {
-			joinFieldName = strings.Title(joinForeignKeys[idx])
+			joinFieldName = cases.Title(language.Und, cases.NoLower).String(joinForeignKeys[idx])
 		}
 
 		ownFieldsMap[joinFieldName] = ownField
@@ -318,7 +320,7 @@ func (schema *Schema) buildMany2ManyRelation(relation *Relationship, field *Fiel
 	}
 
 	for idx, relField := range refForeignFields {
-		joinFieldName := strings.Title(relation.FieldSchema.Name) + relField.Name
+		joinFieldName := cases.Title(language.Und, cases.NoLower).String(relation.FieldSchema.Name) + relField.Name
 
 		if _, ok := ownFieldsMap[joinFieldName]; ok {
 			if field.Name != relation.FieldSchema.Name {
@@ -329,7 +331,7 @@ func (schema *Schema) buildMany2ManyRelation(relation *Relationship, field *Fiel
 		}
 
 		if len(joinReferences) > idx {
-			joinFieldName = strings.Title(joinReferences[idx])
+			joinFieldName = cases.Title(language.Und, cases.NoLower).String(joinReferences[idx])
 		}
 
 		referFieldsMap[joinFieldName] = relField
@@ -347,7 +349,7 @@ func (schema *Schema) buildMany2ManyRelation(relation *Relationship, field *Fiel
 	}
 
 	joinTableFields = append(joinTableFields, reflect.StructField{
-		Name: strings.Title(schema.Name) + field.Name,
+		Name: cases.Title(language.Und, cases.NoLower).String(schema.Name) + field.Name,
 		Type: schema.ModelType,
 		Tag:  `gorm:"-"`,
 	})