Magento 2 :get option name rather option id in product collection

Hi I am using below product collection,but it returns option id of attribute in collection my question is how to get option label rather than option id in collection. Is there any way ?
Because I am sending data to other endpoint

/**
 * @return MagentoCatalogModelResourceModelProductCollection
 */
private function getProductCollection()
{
    /** @var MagentoCatalogModelResourceModelProductCollection $collection */
    $collection = $this->productCollectionFactory->create();

    $collection
        ->addAttributeToSelect('*');

    return $collection;
}

and I do not want to use below code to get option label in for loop,because I gets everytime get call in loop, Anyone has better option ?

$optionId = 10;

$attr = $_product->getResource()->getAttribute('color');
 if ($attr->usesSource()) {
       $optionText = $attr->getSource()->getOptionText($optionId);
 }