diff --git a/activerecord/CHANGELOG.md b/activerecord/CHANGELOG.md
index 907decff1f..747204a2f1 100644
--- a/activerecord/CHANGELOG.md
+++ b/activerecord/CHANGELOG.md
@@ -1,3 +1,25 @@
+*   Allow `unscope` to be aware of table name qualified values.
+
+    It is possible to unscope only the column in the specified table.
+
+    ```ruby
+    posts = Post.joins(:comments).group(:"posts.hidden")
+    posts = posts.where("posts.hidden": false, "comments.hidden": false)
+
+    posts.count
+    # => { false => 10 }
+
+    # unscope both hidden columns
+    posts.unscope(where: :hidden).count
+    # => { false => 11, true => 1 }
+
+    # unscope only comments.hidden column
+    posts.unscope(where: :"comments.hidden").count
+    # => { false => 11 }
+    ```
+
+    *Ryuta Kamizono*, *Slava Korolev*
+
 *   Fix `rewhere` to truly overwrite collided where clause by new where clause.
 
     ```ruby
diff --git a/activerecord/lib/active_record/relation/predicate_builder.rb b/activerecord/lib/active_record/relation/predicate_builder.rb
index 2243d654e2..640271493e 100644
--- a/activerecord/lib/active_record/relation/predicate_builder.rb
+++ b/activerecord/lib/active_record/relation/predicate_builder.rb
@@ -62,6 +62,10 @@ def build_bind_attribute(column_name, value)
       Arel::Nodes::BindParam.new(attr)
     end
 
+    def resolve_arel_attribute(table_name, column_name)
+      table.associated_table(table_name).arel_attribute(column_name)
+    end
+
     protected
       def expand_from_hash(attributes)
         return ["1=0"] if attributes.empty?
diff --git a/activerecord/lib/active_record/relation/query_methods.rb b/activerecord/lib/active_record/relation/query_methods.rb
index 39c0ffac96..3edd75094e 100644
--- a/activerecord/lib/active_record/relation/query_methods.rb
+++ b/activerecord/lib/active_record/relation/query_methods.rb
@@ -483,7 +483,7 @@ def unscope!(*args) # :nodoc:
               raise ArgumentError, "Hash arguments in .unscope(*args) must have :where as the key."
             end
 
-            target_values = Array(target_value)
+            target_values = resolve_arel_attributes(Array.wrap(target_value))
             self.where_clause = where_clause.except(*target_values)
           end
         else
@@ -1399,6 +1399,30 @@ def order_column(field)
         end
       end
 
+      def resolve_arel_attributes(attrs)
+        attrs.flat_map do |attr|
+          case attr
+          when Arel::Attributes::Attribute
+            attr
+          when Hash
+            attr.flat_map do |table, columns|
+              table = table.to_s
+              Array(columns).map do |column|
+                predicate_builder.resolve_arel_attribute(table, column)
+              end
+            end
+          else
+            attr = attr.to_s
+            if attr.include?(".")
+              table, column = attr.split(".", 2)
+              predicate_builder.resolve_arel_attribute(table, column)
+            else
+              attr
+            end
+          end
+        end
+      end
+
       # Checks to make sure that the arguments are not blank. Note that if some
       # blank-like object were initially passed into the query method, then this
       # method will not raise an error.
diff --git a/activerecord/test/cases/relations_test.rb b/activerecord/test/cases/relations_test.rb
index 6d22c0be28..d8d99637c2 100644
--- a/activerecord/test/cases/relations_test.rb
+++ b/activerecord/test/cases/relations_test.rb
@@ -2050,6 +2050,36 @@ def test_unscope_specific_where_value
     assert_equal 1, posts.unscope(where: :body).count
   end
 
+  def test_unscope_with_aliased_column
+    posts = Post.where(author: authors(:mary), text: "hullo").order(:id)
+    assert_equal [posts(:misc_by_mary)], posts
+
+    posts = posts.unscope(where: :"posts.text")
+    assert_equal posts(:eager_other, :misc_by_mary, :other_by_mary), posts
+  end
+
+  def test_unscope_with_table_name_qualified_column
+    comments = Comment.joins(:post).where("posts.id": posts(:thinking))
+    assert_equal [comments(:does_it_hurt)], comments
+
+    comments = comments.where(id: comments(:greetings))
+    assert_empty comments
+
+    comments = comments.unscope(where: :"posts.id")
+    assert_equal [comments(:greetings)], comments
+  end
+
+  def test_unscope_with_table_name_qualified_hash
+    comments = Comment.joins(:post).where("posts.id": posts(:thinking))
+    assert_equal [comments(:does_it_hurt)], comments
+
+    comments = comments.where(id: comments(:greetings))
+    assert_empty comments
+
+    comments = comments.unscope(where: { posts: :id })
+    assert_equal [comments(:greetings)], comments
+  end
+
   def test_unscope_with_arel_sql
     posts = Post.where(Arel.sql("'Welcome to the weblog'").eq(Post.arel_attribute(:title)))