Sieve: Multimodal Dataset Pruning Using Image Captioning Models

Anas Mahmoud, Mostafa Elhoushi, Amro Abbas +4

Vision-Language Models (VLMs) are pretrained on large, diverse, and noisy web-crawled datasets. This underscores the critical need for dataset pruning, as the quality of these data…