2024
Sieve: Multimodal Dataset Pruning using Image Captioning Models
CVPR 2024poster
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 datasets is strongly correlated with the performance of VLMs on downstream tasks. Using CLIPScore from a pretrained model to on…