A common issue is that Magento is looking for the pictures in the old cache files that are missing after the upgrade as the cache was cleared.
Try below actions:
1. A catalog reindex. Follow below article for reindex steps.
2. Re-generate the image catalog by using the command below via CLI:
php bin/magento catalog:images:resize