diff --git a/src/wp-includes/media.php b/src/wp-includes/media.php
index 5d95b0a188596..ef3610c56f5eb 100644
--- a/src/wp-includes/media.php
+++ b/src/wp-includes/media.php
@@ -1070,7 +1070,6 @@ function wp_get_attachment_image( $attachment_id, $size = 'thumbnail', $icon = f
 		list( $src, $width, $height ) = $image;
 
 		$attachment = get_post( $attachment_id );
-		$hwstring   = image_hwstring( $width, $height );
 		$size_class = $size;
 
 		if ( is_array( $size_class ) ) {
@@ -1090,15 +1089,14 @@ function wp_get_attachment_image( $attachment_id, $size = 'thumbnail', $icon = f
 		 *
 		 * @param string $context The context. Default 'wp_get_attachment_image'.
 		 */
-		$context = apply_filters( 'wp_get_attachment_image_context', 'wp_get_attachment_image' );
-		$attr    = wp_parse_args( $attr, $default_attr );
+		$context        = apply_filters( 'wp_get_attachment_image_context', 'wp_get_attachment_image' );
+		$attr           = wp_parse_args( $attr, $default_attr );
+		$attr['width']  = $width;
+		$attr['height'] = $height;
 
-		$loading_attr              = $attr;
-		$loading_attr['width']     = $width;
-		$loading_attr['height']    = $height;
 		$loading_optimization_attr = wp_get_loading_optimization_attributes(
 			'img',
-			$loading_attr,
+			$attr,
 			$context
 		);
 
@@ -1169,8 +1167,16 @@ function wp_get_attachment_image( $attachment_id, $size = 'thumbnail', $icon = f
 		 */
 		$attr = apply_filters( 'wp_get_attachment_image_attributes', $attr, $attachment, $size );
 
-		$attr = array_map( 'esc_attr', $attr );
-		$html = rtrim( "<img $hwstring" );
+		if ( isset( $attr['height'] ) && is_numeric( $attr['height'] ) ) {
+			$height = absint( $attr['height'] );
+		}
+		if ( isset( $attr['width'] ) && is_numeric( $attr['width'] ) ) {
+			$width = absint( $attr['width'] );
+		}
+		unset( $attr['height'], $attr['width'] );
+		$attr     = array_map( 'esc_attr', $attr );
+		$hwstring = image_hwstring( $width, $height );
+		$html     = rtrim( "<img $hwstring" );
 
 		foreach ( $attr as $name => $value ) {
 			$html .= " $name=" . '"' . $value . '"';
diff --git a/tests/phpunit/tests/media.php b/tests/phpunit/tests/media.php
index a1e70c2ff1a3c..902c704b39988 100644
--- a/tests/phpunit/tests/media.php
+++ b/tests/phpunit/tests/media.php
@@ -1583,6 +1583,53 @@ public function test_wp_get_attachment_image_filter_output() {
 		$this->assertSame( $expected, $output );
 	}
 
+	/**
+	 * @ticket 14110
+	 */
+	public function test_wp_get_attachment_image_filter_with_height_width() {
+		$mock_action = new MockAction();
+		add_filter( 'wp_get_attachment_image_attributes', array( $mock_action, 'filter' ) );
+		wp_get_attachment_image( self::$large_id );
+		$args = $mock_action->get_args();
+		$this->assertArrayHasKey( '0', $args, 'First argument should be an array.' );
+		$this->assertArrayHasKey( '0', $args[0], 'First argument should be an array.' );
+		$this->assertArrayHasKey( 'width', $args[0][0], 'Width should be set.' );
+		$this->assertArrayHasKey( 'height', $args[0][0], 'Height should be set.' );
+	}
+
+	/**
+	 * @ticket 14110
+	 */
+	public function test_wp_get_attachment_image_filter_change_height_width() {
+		add_filter(
+			'wp_get_attachment_image_attributes',
+			static function ( $args ) {
+				$args['height'] = '999';
+				$args['width']  = '999';
+				return $args;
+			}
+		);
+		$output = wp_get_attachment_image( self::$large_id );
+		$this->assertStringContainsString( 'width="999"', $output, 'Width should be changed.' );
+		$this->assertStringContainsString( 'height="999"', $output, 'Height should be changed.' );
+	}
+
+	/**
+	 * @ticket 14110
+	 */
+	public function test_wp_get_attachment_image_filter_unset_height_width() {
+		add_filter(
+			'wp_get_attachment_image_attributes',
+			static function ( $args ) {
+				unset( $args['height'], $args['width'] );
+				return $args;
+			}
+		);
+		$output = wp_get_attachment_image( self::$large_id );
+		$this->assertStringContainsString( 'width="150"', $output, 'Width should not be changed.' );
+		$this->assertStringContainsString( 'height="150"', $output, 'Height should not be changed.' );
+	}
+
 	public function filter_wp_get_attachment_image() {
 		return 'Override wp_get_attachment_image';
 	}