if ( $captiontag && trim($attachment->post_excerpt) ) {
        $output .= "
            <{$captiontag} class='wp-caption-text gallery-caption'>
            " . wptexturize($attachment->post_excerpt) . "
            </{$captiontag}>";
    }

function modified_gallery_shortcode( $attr ) {

$attr['size']   = "thumbnail";
$attr['link']   = "file";
$attr['itemtag']  = "";
$attr['icontag']  = "";
$attr['captiontag'] = "";
$output = gallery_shortcode( $attr );
$output = strip_tags( $output, '<a><img><li><p>' );
$from = array(
        "class='gallery-item'",
        "class='gallery-icon landscape'",
        "a href=",
        "class='wp-caption-text gallery-caption'"
    );
$to = array(
      "",
      "",
      "a class="swipebox" rel="group" href=",
      "",
);
$output = str_replace( $from, $to, $output );
$output = sprintf( '<div class="gallery">%s</div>', $output );
return $output;
}

add_shortcode( 'gallery', 'modified_gallery_shortcode' );

( function( $ ) {
    function function_name() {
          $( '.gallery-caption').css({display:'none'});
}

function_name();
} )( jQuery );