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You can add addAttributeToFilter to the collection for feature attribute like

$collection = Mage::getModel('catalog/product')->getCollection();
$collection->addAttributeToFilter('feature', array('eq' => 'Yes')); // or 0 or 1 iff you are using Boolean values

foreach ($collection as $product) {
    //var_dump($product);
    var_dump($product->getData());
}